{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Section 0 问题描述与完成项目流程\n",
    "\n",
    "## 1. 问题描述\n",
    "\n",
    "\n",
    "<img src=\"default.png\" width=\"20%\"></img>\n",
    "\n",
    "在该项目中，你将使用强化学习算法，实现一个自动走迷宫机器人。\n",
    "\n",
    "1. 如上图所示，智能机器人显示在右上角。在我们的迷宫中，有陷阱（红色炸弹）及终点（蓝色的目标点）两种情景。机器人要尽量避开陷阱、尽快到达目的地。\n",
    "2. 小车可执行的动作包括：向上走 `u`、向右走 `r`、向下走 `d`、向左走 `l`。\n",
    "3. 执行不同的动作后，根据不同的情况会获得不同的奖励，具体而言，有以下几种情况。\n",
    "    - 撞到墙壁：-10\n",
    "    - 走到终点：50\n",
    "    - 走到陷阱：-30\n",
    "    - 其余情况：-0.1\n",
    "4. 我们需要通过修改 `robot.py` 中的代码，来实现一个 Q Learning 机器人，实现上述的目标。\n",
    "\n",
    "## 2. 完成项目流程\n",
    "\n",
    "1. 配置环境，使用 `envirnment.yml` 文件配置名为 `robot-env` 的 conda 环境，具体而言，你只需转到当前的目录，在命令行/终端中运行如下代码，稍作等待即可。\n",
    "```\n",
    "conda env create -f envirnment.yml\n",
    "```\n",
    "安装完毕后，在命令行/终端中运行 `source activate robot-env`（Mac/Linux 系统）或 `activate robot-env`（Windows 系统）激活该环境。\n",
    "\n",
    "2. 阅读 `main.ipynb` 中的指导完成项目，并根据指导修改对应的代码，生成、观察结果。\n",
    "3. 导出代码与报告，上传文件，提交审阅并优化。\n",
    "---\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Section 1 算法理解"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## 1. 1 强化学习总览\n",
    "\n",
    "强化学习作为机器学习算法的一种，其模式也是让智能体在“训练”中学到“经验”，以实现给定的任务。但不同于监督学习与非监督学习，在强化学习的框架中，我们更侧重通过智能体与环境的**交互**来学习。通常在监督学习和非监督学习任务中，智能体往往需要通过给定的训练集，辅之以既定的训练目标（如最小化损失函数），通过给定的学习算法来实现这一目标。然而在强化学习中，智能体则是通过其与环境交互得到的奖励进行学习。这个环境可以是虚拟的（如虚拟的迷宫），也可以是真实的（自动驾驶汽车在真实道路上收集数据）。\n",
    "\n",
    "\n",
    "在强化学习中有五个核心组成部分，它们分别是：**环境（Environment）**、**智能体（Agent）**、**状态（State）**、**动作（Action）**和**奖励（Reward）**。在某一时间节点 $t$：\n",
    "    \n",
    "- 智能体在从环境中感知其所处的状态 $s_t$\n",
    "- 智能体根据某些准则选择动作 $a_t$\n",
    "- 环境根据智能体选择的动作，向智能体反馈奖励 $r_{t+1}$\n",
    "\n",
    "通过合理的学习算法，智能体将在这样的问题设置下，成功学到一个在状态 $s_t$ 选择动作 $a_t$ 的策略 $\\pi (s_t) = a_t$。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "**问题 1**：请参照如上的定义，描述出 “机器人走迷宫这个问题” 中强化学习五个组成部分对应的实际对象：\n",
    "\n",
    "- **环境** : 迷宫的实现环境，迷宫的陷阱，墙面，可以行走的地方和终点。\n",
    "- **状态** : 智能体在迷宫中，在当前所处的位置比如(0,1)，可以根据状态来决定之后到达目标的动作选择。\n",
    "\n",
    "- **动作** : 机器人上下左右的移动\n",
    "- **奖励** : 撞到墙壁：-10 走到终点：50 走到陷阱：-30 其余情况：-0.1\n",
    "\n",
    "$$T(s^{'}, a, s) = P(s^{'}|a,s)$$\n",
    "\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.2 计算 Q 值 \n",
    "\n",
    "在我们的项目中，我们要实现基于 Q-Learning 的强化学习算法。Q-Learning 是一个值迭代（Value Iteration）算法。与策略迭代（Policy Iteration）算法不同，值迭代算法会计算每个”状态“或是”状态-动作“的值（Value）或是效用（Utility），然后在执行动作的时候，会设法最大化这个值。因此，对每个状态值的准确估计，是我们值迭代算法的核心。通常我们会考虑**最大化动作的长期奖励**，即不仅考虑当前动作带来的奖励，还会考虑动作长远的奖励。\n",
    "\n",
    "在 Q-Learning 算法中，我们把这个长期奖励记为 Q 值，我们会考虑每个 ”状态-动作“ 的 Q 值，具体而言，它的计算公式为：\n",
    "\n",
    "$$\n",
    "q(s_{t},a) = R_{t+1} + \\gamma \\times\\max_a q(a,s_{t+1})\n",
    "$$\n",
    "\n",
    "也就是对于当前的“状态-动作” $(s_{t},a)$，我们考虑执行动作 $a$ 后环境给我们的奖励 $R_{t+1}$，以及执行动作 $a$ 到达 $s_{t+1}$后，执行任意动作能够获得的最大的Q值 $\\max_a q(a,s_{t+1})$，$\\gamma$ 为折扣因子。\n",
    "\n",
    "不过一般地，我们使用更为保守地更新 Q 表的方法，即引入松弛变量 $alpha$，按如下的公式进行更新，使得 Q 表的迭代变化更为平缓。\n",
    "\n",
    "$$\n",
    "q(s_{t},a) = (1-\\alpha) \\times q(s_{t},a) + \\alpha \\times(R_{t+1} + \\gamma \\times\\max_a q(a,s_{t+1}))\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "---\n",
    "<img src=\"default2.png\" width=\"20%\"></img>\n",
    "\n",
    "**问题 2**：根据已知条件求 $q(s_{t},a)$，在如下模板代码中的空格填入对应的数字即可。\n",
    "\n",
    "\n",
    "已知：如上图，机器人位于 $s_1$，行动为 `u`，行动获得的奖励与题目的默认设置相同。在 $s_2$ 中执行各动作的 Q 值为：`u`: -24，`r`: -13，`d`: -0.29、`l`: +40，$\\gamma$ 取0.9。\n",
    "\n",
    "\n",
    "$$\n",
    "\\begin{align}\n",
    "q(s_{t},a) & = R_{t+1} + \\gamma \\times\\max_a q(a,s_{t+1}) \\\\\n",
    " & =(-0.1) + (0.9)*(40) \\\\\n",
    " & =(35.9)\n",
    "\\end{align}\n",
    "$$\n",
    "\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.3 如何选择动作\n",
    "\n",
    "在强化学习中，「探索-利用」问题是非常重要的问题。具体来说，根据上面的定义，我们会尽可能地让机器人在每次选择最优的决策，来最大化长期奖励。但是这样做有如下的弊端：\n",
    "1. 在初步的学习中，我们的 Q 值会不准确，如果在这个时候都按照 Q 值来选择，那么会造成错误。\n",
    "2. 学习一段时间后，机器人的路线会相对固定，则机器人无法对环境进行有效的探索。\n",
    "\n",
    "因此我们需要一种办法，来解决如上的问题，增加机器人的探索。由此我们考虑使用 epsilon-greedy 算法，即在小车选择动作的时候，以一部分的概率随机选择动作，以一部分的概率按照最优的 Q 值选择动作。同时，这个选择随机动作的概率应当随着训练的过程逐步减小。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "**问题 3**：在如下的代码块中，实现 epsilon-greedy 算法的逻辑，并运行测试代码。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "import numpy as np\n",
    "actions = ['u','r','d','l']\n",
    "qline = {'u':1.2, 'r':-2.1, 'd':-24.5, 'l':27}\n",
    "epsilon = 0.3 # 以0.3的概率进行随机选择\n",
    "\n",
    "def choose_action(epsilon):\n",
    "    \n",
    "    action = None\n",
    "    if True: # 以某一概率\n",
    "        max_index = actions.index(max(qline, key=qline.get))\n",
    "        policys = np.ones(4) * epsilon / 4\n",
    "        policys[max_index] = 1 - epsilon + epsilon / 4\n",
    "        action = np.random.choice(actions,p=policys)\n",
    "        # 实现对动作的随机选择\n",
    "    else: \n",
    "        action = actions[actionos.index(max(qline, key=qline.get))]\n",
    "        # 否则选择具有最大 Q 值的动作\n",
    "    return action"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "---\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Section 2 代码实现\n",
    "\n",
    "## 2.1. `Maze` 类理解"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们首先引入了迷宫类 `Maze`，这是一个非常强大的函数，它能够根据你的要求随机创建一个迷宫，或者根据指定的文件，读入一个迷宫地图信息。\n",
    "\n",
    "1. 使用 `Maze(\"file_name\")` 根据指定文件创建迷宫，或者使用 `Maze(maze_size=(height,width))` 来随机生成一个迷宫。\n",
    "2. 使用 `trap_number` 参数，在创建迷宫的时候，设定迷宫中陷阱的数量。\n",
    "3. 直接键入迷宫变量的名字按回车，展示迷宫图像（如 `g=Maze(\"xx.txt\")`，那么直接输入 `g` 即可。\n",
    "4. 建议生成的迷宫尺寸，长在 6~12 之间，宽在 10～12 之间。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "**问题 4**：在如下的代码块中，创建你的迷宫并展示。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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jpm8pn/rUfgB88uNjqKgI5PfsNQcnqerNf1644PiczrurAb/4yWEcMeVBAOo2tTJzTi2/un4xn7lozKtWB+9uCnZFRERERERERER6mmxgmavY3bRpOz/40UIAgneQNuNHV09k0OCy5Pg3kFiGCE9aPtzzj7UAfPlr81i7vonIDTxg5hSbccRR1Rx37AAmHNyH/cZWMrimDIDyijhabm1w1tU2s/SVFubPr+OxJzby3PN1tLSnSbmxZWsr375qAQA//+Vivvn1CXz4IyMwUnE4bQEjV8Zr+Ulscl/cLduGIftWcuyAQaX8+HsTAPjYRbOgI+KaHy3i3P8aQf8Bpa//Hu0ibZ4mIiIiIiIiIiIispdRxa6IiIiIiIiIiEhPU1B8G7ccuOr7i6hvTAPgVsSJx/fn7P8aiXtcrNtNV4JdEGhqauPTn5nF3+9ZE8/hDlGKVHAmTqriI+eN5j1nDaOqqpgOnLq0UdfmrIniVgzppFluqHAq+/Tl+LFwxhmD+X92EA0N7dz599Xceusqnnp2A4EUAFtrW7n40ln8+U+ruO76wxgxvLybzdu63pfCjd1CwS0zh/e+dx8AbvntSh55fCN1W1u46uqX+PE1k173HdpVCnZFRERERERERER6uOUrm7j5t0tIMk9SBt++6mAgCXUz4a5314/21TmwcGET7//QEyxb3pT0yQUwJh/Wj8u+Op6TTxpAawSLW2FGPaxrMzoAN8Oyx2ei5dz8RcDQImffsmLO+cC+nP+hfXniqS1c9YO4FcNjj2/CMB5/ZgtTpj/Mb647lLedNJTsPmyvqbDhQefrv/rqSRw/9QHSDrf8bhmf//z+7DOyfJfuz+ulVgwiIiIiIiIiIiI9jed9dbj2Z68QRbm33//+fZg4rir5Lsq2193VUBcinpu1hdNOfygJdZ2qimKqKor58Q8m8X/3n8DR0/ozowFuqYVHG2F1O3R0WSh0Vy/swMoO49FGuHkLzGiAiUdW8487p/CPO6dw43VHMLh/GRBRV9fKOec+za13LHuVyuOo8NtOCXDn6x93UCXnnjsSgI7I+fG1C3fmpuwWCnZFRERERERERER6GM8klgYbN7Zy+x0rgbhSN2Vw6cUH5B29axFiptUBwPOz6jjrvU9SV5fG3Rk/rg8P/9+JPPx/J/LRj45mVgv8ts6Y1wIdnjk/N1auWrd76YJ5YV4L3FbnPN8UP97znhHMeOxEpk8bCMTh66c/PZv/vXFpch/oEt4WyJ8+6uZAhy9eciApizdXu+32FdTWthW8n/nqrzHVrlKwKyIiIiIiIiIi0sPkV54uXdZAS2sH5nDWu4dz1ruHs++o3rs+qGdaFcTx5bKVTZz7gadp3NaOW8TJJw7hofunM2BUbwaM6s2fauH5pp0fPt3hdLRHhEwAnFxCJkiOku/THnim2Xim2fjzVqesXyl//dPxfOKC/TBLEeFc+pXZ3HXPmji37dxvuEBeBW/I67ubpLRuMHrfCv7r7BGYQ1t7RENjR7wmByxKbo13aiLxxqnHroiIiIiIiIiISA929NH9+cD7R7FhfQvf/namr+6ut1xwC0mFrdHakuaDH3yGDZvaMIMzTh/KzTcczcbIuacuPiNNHMbaa5SxNjbG4ejjzwQIxklToLjIs9W8hWst3OKttt24oxbO7As/+P4hVNcU8b0fLMQ94oJPPMdD91dy8IQ+rzJ7d3WxIbfJWvLKD783icEDy5h4cHVhj10PuMVrzF7m6+hT3B0FuyIiIiIiIiIiIj1SBATcnV/9fDIAnqlQLcxHX2MMgBAHtBa/9o0rX2DBy3WYOccdM5Abrz+C9Wnn3kajIzNFgFSUq7Tdkdq6+ICO9jRmRnEqENy6Pc/MiCInJNW1aXciN+7aGnF6n8BXvziO2to2rv/1UtrbIj7y8ed49F9Tqah4/TGpu1NVVcy3vnlw9n5kN1nLBNeWdzt3Q6gLasUgIiIiIiIiIiLSQ8XRYK56NMI8YB52LtR1cDc8qZyNktdmzqznVzcsx90YOriS399yNHUhxb2NRnvkRBYRWYQ5dLxWuS4wZIgxZIgxeHCKUaPjpDQycu0OMlfjuZg5ijwb8EbmtBO4twFq3fjeVYdy4tuG4u68srCO71w1f0eXlyfq9hhI7l/24EC82ZyRadkQdbnGHY+1KxTsioiIiIiIiIiI9EiZ6tLMFmQBJ40XbEn2KpIWA5lg0yzCcb70tTnZ9gq/vn4y5VUl/LPBSafjoLXIA0VJi4KwEwlycVH8OHwSjBsDIQmSQzA8L93MVABn1mRmuEORGwa0O9xdBx3Ajb+YzLBBvTAzrv/1YuYv2Mb8Bds6X16ewhjVPbfJm7vjSdAct94NSeVz5hq9U0i8eyJZBbsiIiIiIiIiIiI9Uij46u5gqfix06L4YWAE/nbPambP2YITOO+DI5ly3AAeanSa0uBFBmnHQxzCmu9aVwKL4vYGmQpY9/z+vI57920d8l9rcni00ek3oJTvXX0w7k6EccW35nHFt+bx2vXDyVosWbtnKnbjtWU2SDMCEZ6sb2fi612nYFdERERERERERKQHevbZWo449kEu+dKLAAXB5M4L5EeMv/jZEiDQtyLFlZdPZGkrLG9Lqnoj8GCdql13fiYPmZUVrjAu4M29FuHZR5fVOixuNda0wplnDOek6YMBeODB9Tzw4Hrmzq1/lXC3mxYKmU3UkoTa3bnoM89z2FEP8vjjm3f1Zu4SBbsiIiIiIiIiIiI90PeveYlFi7Zx481LuO2OFW94vOefq+X5OXUAfOyCfamuKeGpprg5AQ6vVQfseSlv8MKv8CrVvVHnRgeWfXQ+J1O9+0SzY8BlXz0I86SNgjv/88vFO85i/VWi1GQJd92zhtvuWMHiJdu49qevdHttu4uCXREREREREREREZG9TNGeXoCIiIiIiIiIiIi8yRyen7UV84BbxJe/9iJTptQwYljFTg4QxeWvIdeC4I9/WQ5EFKWMT39if5a0QH06bmCQ7aKAs6P+BJa8bsRDt7U7GzY4W+IiYFpaAuZQUh7Rvy8MHAilJSHbBgEgJD1zM1N40sc3WzCbTL+5w1jV7hx+eDXHHzeIx57cAMA9966jqSlN79670mc4HtPd+f4PFsUXGzlzZtclxcpesMbdRRW7IiIiIiIiIiIiPczK1dupq2sliV1p3NbOl740v/uDk24K5L4AIT+txcz429/X4W6cNH0IAwaW8GJrBG7ZrcPaXyXUzX8r8ojFS52HZhgvzDNWr4kfmzZHbKyDtavi1x9+1FmyzHGPACdu42uk8qZI0akzbt5785virx/64AgyvYIbm9r4533r8y406rK+zut24lD3rrvWMv+lrXg6PmfL1u2sXN3STajbTa/e10HBroiIiIiIiIiISA/zyisNALhFmDlRiPjnv9ZkNxGDvCrXzI5qnqag8DbPgkUNrN/YCsB73zOchnTE+rZQELIG33HValJnS9QeMXNW4OVFEe1tnQLQYJiniUIcpLZHgQUvO88+b3S0Z3YxgzS5LLrDHUu+CZ7rdRs83tStLYo3USsrDZSVxtXLjzy8jtxSQ3KfknV6XsLt8evm0NYaceVV8+LeviFukmBWzJJXtibjRHn5+O6JZNWKQUREREREREREpIdZujQpV6WI8ScPYf6/1hGR5uvfiKt2T5w+iFSqMIh1AnjSVsDIthkAeObxLfEmZsE4YeoAlrUGzJ20QabUNWWQ7lz5mnxvBCKPmDkvsGmTAylCgKGDnREj4zmqewfaLUVDPSxeCVs2ACGwabMze17E4ZOMEAx3SOWl0lGyhPirETJdJBxWdcDoXsbRR9UA8Mgj65nxZC0WOR4sDoVznR3ia/dc0Bu3jXCu/flCli7ejpvjUQdmRhR1sHRpCyecCGTrlncfVeyKiIiIiIiIiIj0MKvXZILdiHFvG8yBJw0mBHh5UT0vL6rnd7cu73KOmWX74MYvgJlj5syeX4+Zse+o3gwaXMa6NESpTKlvLA1d2xlkKmFxVq0ObNyYxswIwTliEhx6iNG/X/wIJU5ZCfTvD0dPNiYdYringYgNG4xVqyGKnOBOOhjpYESd5jOHdJKIdljE+lbAjOOPq+b446ohGCtWNlJX3xFHwtnzI7ItFJIqXUuy41XLWrjm2iVx9bPDpNNHJvcrxcq1DXEYvnMfyy5RsCsiIiIiIiIiItLDbNzUmn3ep6Y3p31+QkEv2Cu/s4BNG1sKznHops9s3Jt22ZJG3GDCQX0B2NzucQVvJ91vSRYf98rSiBAF3NMccpAxYHDm/Tggjqtg42PNYNhQmDg+swZYtCQ+OjLLBq9udGkbkQlkizywJR2HruMOqmLcQVXxatxZuqQhGTfTDiKQH6V68n/ptPOJzzxDa2s77s74U4Yx+d0jk3HSbNzQkZ0wr1XxbqFgV0REREREREREpIep3dKefd6rupgB+1dwxLmjc+/XtvLZL8wuOGdH/XUBVqyMK4BH71dO5LAtsq6bhnlStduFUVdnNLcYblDZJzBsBKQ6tdh1Jztm/BxGDA9U9onfb2mBrVs7zRl5duGh0wZwkcHWuFcEY8f0YeyYeCAzY8myTEXzq8enP7zmZZ56phaA8qoyzvz6RCprSuPeu2bU1bVgyRiF9ctvnIJdERERERERERGRHqalNRexlpbHdbSnXTyO6sG9qR7cGwjc+8A6bv7tsq4nd5NO1m9rA6B/dSktnrfx2mucl7GlLkoKW41hg+OTo6Ta1ix+ZITkNXcIwRg+JD7P3dlcW5gG54fLmbYM+ctoTdbZv38J/fuXZKt5t21r59U88dQWnnhqCz/44UuZVXHm5QdTObAXxWWp7DgtrZ7bcG030+ZpIiIiIiIiIiIiPUxrS0dcVeqQKo5rP0srSnjXNw8B4KZPPok5fO2yuRxzVDUHHFBF3Jagc51oHKQ2NXfg7pT3LsmGpbtie0tSiWtO3z6B4E6UbNLWOReNA994VzN36FMB7hFmloyTv0Nb/Nw6jRM8Hqc9ea2id1Eyf/x9U2NhbbF73EsYAkuXN/HhjzwDQAcRRmDyu4cz6Z0jcY8o6pVpOBFo3d7WtXJ5N1HFroiIiIiIiIiISA8TWa7XbId3ZNsU7D91MPtPHZzdAGx7cwcf/Miz1Ne3UxglFvaebW+Lq2M9eHasne4om3eYOXi6g45us9C8Az0T1sYVsSFk+uHmh7pkn8ehrhMlY2RWn4lg0+n4kVlD1HldZkCgoT7i3Pc/xeba7Wyu3U6Iihi0fxVnfv2QJFwuvEdp676r8O6gYFdERERERERERKSHKSvJBY4hnSKdpJgBJ+C887IJVA3ohVtg0aJGvnrZi51GKIwVi5PhmhrSFKUy/Wx3slLVoFdZLkXd1pgikKmejYPi+JGMl2S3IWnF0NBkSbuDQK9SywuWu04UiCt6A/H5qeTYzXXNbK5rjoc3qCwPJIcWxNNfvux5Xl7UgHkR5kX0qknx4Z8fTWnvYkIImEG6zbMbt/Uq/vdU64KCXREREREREREREZG9joJdERERERERERGRHqZXea5id3tje3ZzsggjwqioLuMDPzsG6MAszVNPbn7Vzgpl5SkgUFfXQjmQxnGPdnxCnuDQrzqOKd2dVRsjPDJC2nEzIiP7yFTbAqSBKA2r1kOmOrimOmkz0WnDtaykkjiyuN1CRXE857o1Haxb0wGAeUSf6tJsZXD+ME89uRUzx60Dtw7Ov/YYqkaWxxu6RXHLh5bm1mz/4l4VJTt1D14PBbsiIiIiIiIiIiI9THW/kqR9AWyvb8c9CULNweK+tSMn9aVvTQXmgTUbWvC8ZDdzriePIYPKgIjFrzSCRfQrtk79ZncsMqiuiigtdcyMxvrAijURbpbtA5yd14x0po+vw4o10LQ1XklZqdG3b5Rdn3vX9WZSWnfHAlRa3D93/oKtzF+wNZkjsN8+5V06Sbg7a9c3AlBZ05vKmt6MPLKGIjc6zJPgGZrqO7Lz1VTZznYa3mUKdkVERERERERERHqYmgElyYZgsG3ddkIw3Mk9MHDoM6wXbtDW2s6mLbnAMnNukgMzbFgvABYs3IZ5oKZo19YTQmDsmFxUOX8BrFzdNRLNzBcRvz9/AUQhfm3/MfEmavEajdxQiBpUAAAgAElEQVTGaZ5db25CI4oiBhbH374wdysvzN2afXv0fpVd5t6yuY2W1jg47jesnH7DyrHISAcoyvT/DdC4riU7X82AMoydq1zeVbt4i0VERERERERERGRvt08S2JpD7YomsgWt+QGoQb8RvVj5IkBg4cKtDDxuAHGsGrLHAIw7qJKHH93I0mWNbNjQzJCqcpbs5Foywes+w531643NWxx344UFsGadM2JYfFxlZTxZQwOsWuNsrgNzJ5gxYCCMGB5X8kZm2TYMcSVy/E38XrJsj69pcBLsPvLwhty9GVlBv36pwusEXlq0jUBcgds3CbJJ7mFmXCLYsrwxe86I4eW5MTI59W7aT00VuyIiIiIiIiIiIj3MPvtUZtscbF7aAIDnBY6ZytzBY6uyr82eU5+Ek52CSuDII/tDUpn68KOb2bek+wYEnQtnzTLBaxzuHnoIVFWCezoOnbfAnLnGnLnGY086jz3pzJkLW2qj7Pqr+zmTD4n743pmaUnlcb5M+BqS14uDM7wElrzSwLKVTSxb2QTA8cdVUzhY/OWF2XXZezTkgCqGHJC7N/ni+xlB5Iwa1bsw0N1NoS4o2BUREREREREREelxDjywDxAHuBtWxMGuZRrm5lW5jpjUL3vOrOe3FAaTec+PPro/majxr3euojJlDC6moM+tWdewNft9kpiWlsAxRzojR6TiPrnJhmmZdNQtM2YAIkaPhqMOd1KpFGaWHa9zj92M/Krd/coMA27946qC4088YRAQckF38nXm87XZsUdMrmbE5OrsdWXGBti0ojFeX7D4PptaMYiIiIiIiIiIiMhuMHJ4L6qqiqmvb2fTsgbamiNKeoUuFaWjJlRj5hCleOSxzXgaSHUtPB08sJTjjh7EE0+v4/8e2sym9a1M7FfC+nYjBaRxPDIsQBTl+vRm2kEQF+2CQao4cMgEGDXSWLva2VgXz9bcFBGKjPJyY/AAZ8SwFKWlToqAh8LQuEtPXeLgNR3i9g1gHFzitLXD7bevyB7Tu7yY004dGo+RbcUQkU4bjz6+Je7xG2DEQdXZczLzRgZtzR1sXN4AlqJfZWDE8DIygXfn/sRvlCp2RUREREREREREehg3OO7Igbgb6dY0K2dvISSv57dkCBUpRh46AOigrq6Vx5/elG2BUDAeEWe9exDmRXRE7fzPb15hvxKjItVBh0FuI7M42MyGm1F+GutxtXA8IH2r4KBxxpTjnCnHOaedYrz9RJhytDF2bKC01DHizcvy7Sg3jSwThhr7FENNCfzhjuWsXd+UXdOZZwyhd3mqoCoYDzzxzGbq6lpxg5GH1lBSESipiEfLVOoGd1bMqqWjLY1FaY45ZhBRXgRecN27gYJdERERERERERGRHsaAo6dUxdW4RYElT28gCpCK4kemL2wqMg4+ZQgQMDPuvWdtNviNGyREOBFG4P3n7ENlRQCKuPF/l1Fb28rU8qIkCHYc7xK6ppKBPBP+ZlotWK6DQTFGMZlQNAmI03FPXg8eb16WFxDH4XFhwJt5no7iOY8sd9KtzjU/WUSm7YIbfOqTY5PjMyfHVcz/vHttdqyDTxmW7eEb3EknSXTajGXPbiKEQBrjuOP7EjDiMmfyO0rsFgp2RUREREREREREepiINNOOjVsOeDpi8cwteOREJFugZYLQAONPGZb0tjVu+8tqOlqSlgKAecA84J6morKYj350Xwhp6hvTfOtbC9inDEaVAB4Hs/kBbLyOuBeDddNGIUrC1jTxw6Oux1iSMneuhO28eVrmeTAYVwYDSowf/OQllq+IN0w75cShnHLiUCZOqMpmr56ssLUl4vY/x8GuG4w/ZUi2+jYyS26VESJn8dOb8XREsDRTjx8cj2Gp+K5q8zQRERERERERERF5IwIpJk7sQ3VVCSEEVr+wifp1rdnwMdNewBz6DilnzFGDgIitta388c64J22mshYDsxQAn/vMWKp7lwERN9+6jMef2MSJFVCeyvWXtcixTMCb16YhI78dREHbh0ylcDebou0Uh5oAx5Q78xds46c/WxzXGge48psHcuU3DwSLstW9cWeIwF/+toqtW1sAGHPEQPoOqcgNmd3gDeo2bGfV3C1YKtCvX28mjO+Td2Vx+O2e3m1Vuwp2RURERERERERERPYyCnZFRERERERERER6oBDg9HcOzW4UNufuFdnetFGnlgFHfXAUEGEOv7p+Ke7e7UZgNf3L+MpXD8h+//FPPEdjfRunVRpFyWseDA+5c7tU4Eb5rRm6lrd2bbvgnd7v/nrLApzWB7a3Rpz/sadpbUtj5nziv/dj/EF9GX9QXwriUgPc+eV1S7JzHPOhMV3mSiUtIl64a1VcwevGWe8aSshPXj2uajZL7bZ2DAp2RUREREREREREeqj3nT0i+3zO3Su79KbNGHfSEKqH9sEN5s7byp1/W9v1IOLM8r8vGM2xR/UHYO36Vs7/8NNUpTs4rSrZLC3/eOsa1IZg5ALdHaegmbA1hM5Bb5cjKTY4vQ+UW8R/X/AMixc3Yw5jx1Zy+WUTdjjHnX9by4vztwJQM6SCg04a2M0Vx2bfvTK5lohzzx7eaQW7cde0hIJdERERERERERGRHiliynH9GTakHIANS5pY9WItq16s7XJkCIHpnzowW0n77avm09GR283MPZ19XlQUuP66w+jXpxSIeOKpjfz3J59jsKU5ow8UW/yIq1szA5A3Fng3ZbfB4yDYLRcIx5u65XoCg+c9j5WZcVYV1IQOLvrsLO57YD0QUVpWxE2/OYrevQvj5szp7W3Od763AKI0Zsa0T40lhK5xatpg1Yu1bFzcAAT2HVnJkUdWFxzTXXXzG6VgV0REREREREREpKfJ7F1mxvvel6ku7WDGDa8w44ZXum1vcNiZIxkwpopAiqXLmvnxzxblvZ8ComwoOnJEb26++UiKU4FAirv/sZYPfOgZ+qXbOaefc04/p38qDjstcizkNkzziG5bMaSJg2BzyETKqSgOiNOZlNONKG/HtUEpeF+1U5mO+MhHZ/HHP63EPA6qf/OryRw8oU+XW2PJ6Nf+fCFLljZglmLAfhUcdta+3d5HAx7931eS9Uecc86w3Nt5gffupmBXRERERERERESkpzGAAJHz8Qv3o6Q4EHmKeQ+sYd4Da9i0rCHuVZupknUIJfCOSw8iIo17mh/9cBELFzawcGFDHAR7KOiDcMLUAfzPzyeTtrhn7r/+by0nn/o4m5a3sGl5C2dXwxHlkEoZ7nFIawaWDWkLK13NLBs4FyXTRMStGIo8ac1gTpEbR/dyju7lnNUPNq1s4pTTH+Ge++IeuFGAH109kTPOKGyXkJkTAi8vauCaHy1Mqoqdd1w6gZDyLv17LcCmZQ3Mv2817ml6lRXz8Qv2z67bLPVvC3cV7IqIiIiIiIiIiPRQHoyhg3vxvnNGkgoRZoaZMeOGV4iiOCjNZrVpOOCEoRzyjhGEEGht7+CCi2ZywUUzaWv1pEVCfvIZcc77RvK7G46iOGVAEQsWbOWEtz3ACW97gJtvWsrh5c65fSMmlIGnIqLIc3W/5kSQDVcBUvGOZnRY0n7BIIqcdociMw4uNT5Y40yuMCZXGL/77TKmT3+MF16sxz1FUTCu+9lkLvjYaMw6uu7NZtDaAhd+YibNbREhBCadPooDpg0Bt+y9yG4y5/DobxbhKSOEEs7/0HBqquPWDtkuwda5s/DuoWBXRERERERERESkp8n2to2fXPypMUDIhqiz/76CdQu3AQYhCVeLwNw54+sTKa8uxg3mza1n3tx6Pn/prGwLg1hEJnp817uG8ee/TKGmpoS0OQ31EQ31EV/4yhxOPOUxZs7YzNRK+Fi/wPQ+xqhSSypyLanitWxgHBkEN8whHaAI2KfMOLESPlIDU/rA049t5OSTZnDySTP43KWzqWvYToTTt28Rf7zjON7//lHEkXFRtv1Dvs9f+hwvvlBHCBG9+5Vy5uUHx5ufpTK9fJ0oDVEa1r1cz+y/r8IcUiHNZz9zECSbuRXej3w7en3XFO2WUURERERERERERGTvkbRZyPQW2G//PrznXUP4y9/WAuBu3H3lHD5+21QsMkIworTjKaN3v1LOufpwbvr4E3FVL3DHH1cx7qBqPveZ0ckEhfWk06b057FHTuCTn5jFjCc3xi96YNbsjbznfRuZdEh/PnLeKM5691DGVZUQVUJdGmo7oDmZo404WE0Fp7cFqougXyrOUevr27n9D2u46XdLmfNCbZf5jzu8hut/fTgjR/TOrs9Jevnmhbs//Z/F3HbHCkgZwY33ff9wyvuWxG9GTmQGGCEJZ/925WyiqAO3wHkfGs2I4WXZ6mIjFIyds3tqbRXsioiIiIiIiIiI9ESWyx0N+NaVh/DP++PQtamlg+VztjD7b2uYfNYwLDIMy1b6jj1+MG+/ZCL3XTMXiCt6L//mi1RWwkc/PLrrXMCwweXcfdfx/O7W5QBc/s351NXFAemcF2r5wgu1fOUrczjs8GqmHD+AceP7MHZMJUNqSgHoXVFEZLB9WwebtrTy2OIG5s+r5/EnNjPzuVra03GVsFvcOxigX79SrvzGeD583qhsj95s/9vsf+CWW5YB8I0r5sUVwhGc8sUJjD1+YMENc4t7AT/399UArJoTh8jVfUv5xmXjkqy82zR3t1OwKyIiIiIiIiIi0iMl7RIc3GDY0DIuvWQMAN/+7ssA3PeDFxh7XA2VA3t1OXvaf49l3eJtALzw9xVAxCWXvkAIgQ+fNyqvySxJdXA833kfHAnAu88cxq9vWMqvrlvCpi0tALSmI558ZjNPPrM5PjVvw7T89g5driHv++q+JXzmorEAfOLC0VRWFmfftU4lug7c8ttlfOGLc3KvRM7Es0Yx/YKxXZommDv1m1q494dzC16//GsHUV1d0uUe/Tsp2BUREREREREREelh4ngzJM89rsY147MXHQDA729dzbLljTRsbeWOLz7Hx246llQqhVm2LS9u8L7vHgZAR1M78x9cS4Tz2S/MZtXKJr5+2fjcXAbZANbjr5WVgUsvPoDPXDSGe+9fx+23r+LRJzbT0tQGIe6jG3mUVwEbkorbFBDh7gQCblBWWsTUqQM49+wRnHH6MEpKCzdxy8ztbuQX1F511QJ+8OOXC+7NhLcP5ezvHEbUqfDWDTzt3PHF52isjYNoM2fiwTV89COj8u7rm0PBroiIiIiIiIiISA+W3zqgtCx+ft0vJvOOM2aQdlj23GYeuX4RJ150IG6GJfGluWOp+PgPXHM0t31+JvMfWYWZ88OfLGTJsmZ++uND6dMnJIFqMk+n5LO0zDjrXUM568zhtLVEPP1sHTPnbOKVRY0sWdZMfV0bAI2NEVgHFb1LqK4qYt8xlYwdU8nkyf045sgaSsvivrnZ5DkrV9EbryGivj7N5y+ZzZ1JS4WM8dOH8/5rDicUQXAnbRYXHMd7yPHAr15i6cxNSeUv9Cov4cbrJhNCJrR2eJNaMeyeTr0iIiIiIiIiIiIi8qZRxa6IiIiIiIiIiEgPk6kp7dI6IOk/cOTRNXz5Swdw9fcX4jgP/c9CRozvz/7TBsTlq0ZcvZsUxxYVw/t/eRh3XVnMs39YihvceecaZs3axm+uO5Qjj+ybmynTygFPKl9zfX5LegWmTq1h6tSawkVCXA0bkuPJey/vAuIN0Tr3UCg8ZubMej72yVmsXNEQn+NwxLmjAHjX5ZMJqXiaNBAMonQ85MuPbuDhXy5MRolj1R98ZyJj968CIpzwpm2cBqrYFRERERERERER6bEKY8goTjKDETC+fOl4jj52AGZGOp3m1oufYMXczXiIk9ZU3s5i6QDFBN57xSRO+8oEigBPpVm+sp5TTn+Uz18yly2b45YKbkk2bEY2nrQoGxKTvJ9dkyWvBcM7xZmefwGZwNg9bqsbFR6zZXMbn7/kBU4+7WFWrqgHIkKAU786kbO+OZmzvjmZ4lRyPTghWBzqBmfFvM3cfsmzdEROhHPWWcM466xhnH/+qHh8D29ab90MBbsiIiIiIiIiIiI9lCf9aOP/FkaFIRVx46+PZMigMsyMtu0Rt378GbYsawIo2FzMgA6LiAxO+PD+fPzWE+g/uA/xhmdpbrplMYcf9S+uvXYRDds6aNjWQSZ5dXfcA1guKc6GvPn9cT2ex93x5Kt5XkFv5jgzCFH8ALbVt3LttYs47Mj7uemWxdmxaob15hO/n8oJHx6DxXvH0WGefe4RWCrN5uXb+d0nnqF1eyspNw4ZX8MvrpnML66ZDE6yhs59ff/9FOyKiIiIiIiIiIj0UJnWAd1Wm3pg6JBS/njHMVRVFGMOjfVt3HD+Y2xatI2CLNMhEDCLq3dHHlrNp+4+gaPO3ocQijAztmxt5YrvzGPCxH8yYeI/ueybC1i4sB5LNijLDRVX6cbD55UFZ/ZeM8OI4rVbbu1mcZluRJqFCxtYuLCBy694kYMP+RdXfGceddvShBC3Szj8nH357N9PZNSk/kQWd3lwB3NL9l4zArBhURM3nP8ozVtbMEsxckRv/nzHUVT0SVHRJ5WtLn4zWzBkb4d32SVOdsXhhx/uAM8999yeXoqIiMhOO/zww7u8pp9lb13dfV6gz0xEREREurfzeV9Epu7T3TuFk/F7mdcffnQjZ7/vSdrTcdBa3reEj1x/LCMmVseHByDKb2abe752fj33fPcFls3e3O0qJk3oy7vePZxpU2uYdEg1qVSnPrqvca1xqwhnzgu1zHislr/duYo587YCSTWtBTIB8b6H9ueM/3cIgw+uyqsK7t7quXXccuETNNbHLST69i3hgXtPYP/9K7qugx2E468i//f8559/fpeTYW2eJiIiIiIiIiIi0iPltTnoUnEasq+7O9OnDeT6Xx3Oxy96lo40NG9t438/+hgf+NExAOw/fSCF0WZSCRw5Q8dX8fHbprBwxgZm3PAKS2duit9LgtUX5m5l9vythO8aFRVFTJrYj9GjKxgzpoxhQyqoLI8b35ZVpDAzGhvaaW6GdWsbWbSkkWXLtjN7zlYaGttxT8cVvcn1OAZEjD5iANMu3J8Djx8Ut5B4jVB34SMbuO2Sp2jbHgfC/fqVcuefju021M1d7ZtLwa6IiIiIiIiIiIjsUCYkfe97hlNeXsRHLniWltYOWpvT3PSpxwE48eMHctLnxkHKyWwj5ka8GVsyxoHTBnPgtMGsnBtX0z7/l2UsuG81DVvTmEc4TkNDOzMe38DjT27qtvI4W1kceXbszFxxe4a4OreiqhcA404dypHv2ZehB/cFIEpqa92AKB4reK7hQxTBAz9bwCO/fjk79tDBvfjrX47jwAP67KY7unso2BUREREREREREZFuFbQYcDjt1MH88Y6j+eD5z9DQ0J497qFfL2D57C2c+6PJ9Olfjoe4X21mBPe4eteDMWJCHLKOmHAo77psEq88tZlFT61n+bObWPdSI1HUscN2EmYp3DoIqWLc09nXA8awcTXse+QAxhw7gLHHDIzfSIGlDNLxBmdxNS9Y2uM1Jhlxw6btAPzpSzNZNHNj0mEX9hvdhzv/fCz7jCyP17QHeunuiIJdERERERERERER6VYuxozA4rBz2pSB3HfXNM772NMsXlYPQMpKWPbsJn5y+kO87ZLxHHXOqDgDDRb3uXWHIivYCw0gFBsHTRnA/lMGEByam9rYtLSRTcsb2bp8O01129neHAe4bc2tAJSV96KoHCr6lVM9qhcDR1XRf3QvyipKiKNkT1owxEW9lo43dIN4/iivn3BHuzPrT8v5x4/nAdDS1I6lDTfntFOHc90vJtGvX3E3PYj3PAW7IiIiIiIiIiIi0r1syW5mA7KAA+MnVPLIg9O56NOzAPjHfavAAi0N7dz1rTnM+usKzrzi0Lg614kD3g7wUDi4RUYHcVuFtDnlvUsYfkg1oyZWk6Z7EREpApE7KYzIIAV0JAXCHlm2gW+UFNlaFNfgxm8Z5s7K+fXc9a2ZrJy7jZTHoW3KDC8OXPGVA/nCF8YQQhKfGuRvNvdWoGBXREREREREREREumdRnIYGwz1pYwBgRp+qYn7/2yMA+MUvavjO1fNpaU9jDqvm1vLLsx/iwOlDmH7RgYya0I90Kg5ys7umueEBUpEROZCEtEXODkLdOGUOSbhsZkTxUkh7MqxDyuKWD50vIZ1MvWZuHQ9e9zIvP7wBiEh50nMX2Gefcn527aFMnTIQy3XexSLDQ9gjm6TtyFsnYhYRERERERERERGRnaKKXREREREREREREdmBkJSGRpjlakQdwJ0Q4tc+97kxnHbaIL5wyQs89uQmQjDcnZceWsvLD69hzJRBHH/uWMZMHUSqyJIxHNyIcCyvFrbDPTk/rsbN7qPmcblw8LgCN7sWL3ibCMPjEuC4L26AdLuzeMYGnrx9CYse3xBX91rcWiFVBJ/9zBgAvvrF8ZT1SuWuPe8eWMFOcnuegl0RERERERERERF5DYX/8D/TjiHf2LGV3HPXcfz+thVc8a0FbNnSkmw4lmLxY5tYMmMTvWtKmHjmSAAOe+c+DBnXBzMrCGszoS7khbrJpNZ1/7Xc28mx+WHw2vl1zL57FXPuXkljbVv2WE/6Bk+b0p+rvnMIE8ZXdRnPPS8czl70W4eCXREREREREREREXljkmpWM+O8D4ziPe8ewW9uXMLPfrE4Dnjj4lwaa1t44qZXAHjy5sWU9y1hvyMHst8x/dlncg3V+1RSUhqHyJ70xM3kqu6dgt48ba0Rm1dsY9WsOpY8tYklz24EoHlrW7fHTzluIF/9yoEcf2z/HV6S2Vssye1Ewa6IiIiIiIiIiIi8MQZxLW0Ag969U3zhs/tzwQX7ceONS7npxqUsW9mUbMCWC0ybt7Yx91+rmfuv1fEw5vQdXMmA/XrTd1hvevctpbQ8bo1QVJLC3Uh3tNHWAA3126lf28zmpU3UrWvCPR3PTyBX15t7XlqS4h2nDuaCC/bj+GNrsu0f3mIdFnaagl0RERERERERERF5Q9wdI2T71mZUlqf4/Gf247Of2o/Hn9zC73+/knv+GYe4TU3tQMhW80KAKKJ2fSNb128nitYnIXBmvChbxZud06zwfAA6ss/N0owf15cPfHAfznnPcPr3LyMOenNRriVjxwpbTryVKdgVERERERERERGRXZbZQA0AMyLSBFKFBxg4gRBg6vEDmHp8DQ0NkwB4ZMYm/vXAOh57ajPLlsQVtx6MlBtRiAghxIFt1AFAoBiP0vHQSdsHT3ZYcwJOmurKUk6YNpATTxwMwEknDWL4sFKIPN51LRkpW12cXefeE+hmKNgVERERERERERGRXdZ5AzXLD3WzB+QqbONvAhWVcXXsGacP5IzTBwKBzRu3M/vFehbM3cbCZU2sWtnI+vUtbKnrYHtzHOZub2klpAIVFSX065Ni4JAyRgyrYL99y9l//z5MOqSKMWMqMOumEW+wvCg38yzXOmJvpGBXREREREREREREXqdcC4NMa4R8mYpaSPJTJ27ZkH0h1n9gL952ci9OPnkwxo763kbghUFs/py5c7quwTCCWVJlbFinlhF7o7179SIiIiIiIiIiIrIHZTYrIwlYo4J3Mz1ws1GrEffhtcLj8t+GKO6bm7R5cM88LG7tkGn/EOUHyVEcCHvnat0oPsYgwuPps317u1/D3kIVuyIiIiIiIiIiIvKGZAJV665XbZfS2/xjItytU6VvUpWba99bMFD22GDZubudt9NcoctC9u6aVwW7IiIiIiIiIiIi8oZ0bsGw88L/Z+/eYiO/7sOO/84MV9KutNKupJUsySvRpu0mvrWJ1/ElFyddpslTkZeibQq0CFCiKAL0oQ8F+9SHAgWBPhVoHwo+FSgCJA9FW6Bpm3Ab2LUcJ17Xt8R27dImdb9r71qtOHP6MPyTM0NytReSM7+Zz+fByx1e9m/98T9z5svzPxN7feut/sz+r7vz48gnd5YGAAAAAJhCwi4AAAAAQDK2YmDqnDlzZtSHwG04f/78qA8BAO6KuUc+5h/5uM7gYBkXYTxZsQsAAAAAkIwVu0y8vX5733vHxOnZUHvc1Vqj1WptvYtmo//8+S0xALCf3m/+Ye4x3nab55vjw93xuiy33cZF52u83e1zlhW7TK3+J6vhJy0OXynFeQAADpX5x+QZnuM7v3B7jIuQi7DL1Op2u1sTP7/VBwCA/Ibn+Ob5AEwyWzEwtUopcfbs2VhYWIjZ2dlot9si74hsbGzE+vp6LC8vx8rKyqgPBwD2lVsgx5P5x2QanuNHhHk+3CLjIuRjxS5Tp7mtZH5+PpaWlmJubi7a7XZE3P3eJtye5lzMzMzE3NxcLC0txfz8/IiPCgCYVP235pt/TJa95vjm+fD+jIuQl7DL1GkmdQsLC/bdOmT9/72bVRPD//0XFhZGcWgAwIQannuYf0wmc3y4dV6XweSwFQNTa3Z21m/uD1n/f+/m4+Fz0NwyBwCwH3abc5h/TC5zfHh/XpfB5LBil6nV3JbF6PT/lrjRnBerLACA/Ta8Sq1h/jE5zPHh9hkXIS8rdoGR2eu3w3s9BgBwN262anevxwAmnddlkJcVuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAOr0/kMAACAASURBVADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLtAGrXWUR8CwFgxLgIMMi4CME2EXQAAAACAZIRdYKzVWrdWXpRStj62GgPunOsnP+MiwKC9xkVjIwCTbGbUBwBwM6WUrY9rrVuT9f7Hgdvj+smvOYfGRYAe4yIA08iKXSCNZnJukg7QY1wEGGRcBGCaCLvAWCul7JiYu6UO7p7rKDfjIsAg4yIA08hWDMBY221SbgUG3D3XUW7DY6PzCUw74yIA08iKXSCNTqcz6kOAieBamhzOJcAg4yIA00TYBdJYW1sb9SHARHAtTQ7nEmCQcRGAaSLsAmksLy8P/N3eaXBn+q8lt6rmZlwEGDQ8LkYYGwGYXMIukMbKykosLi7G6upqdDodQQp20bx47f9zY2MjVldXY3V1NRYXF2NlZWXH15OTcRFg0PC4aGwEYJJ58zRgrDXRqZmQnzt3biBKATvVWreumVLKQLz14nYy9J9j4+L4O3/+/KgPASaecTEfYyPA3bNiFxhrpZRdQ5RVhrC3vaJuxOALX/IyLgIM2mtcNDYCMMms2GXi+U1wPv3n7MyZMwOfG17BC+xtrxezw48bJ8ff8DnqHxuNi+Oj1hqtVmvHNdZ/vlxvcLDcpTJe9hoXI7bHRuMiwJ2zYhcAAAAAIBlhFwAA9sFu258Ah6t/daitGEbPuAhwsIRdAAAAJkK3292Ku3u9VwMATAp77AJjzZ5bADsZG8fPxsZGrK+vx/LycqysrIz6cGBqlVLi7NmzsbCwELOzsxER0W63vXnoCBgXAQ6eFbsAAHCHmluMZ2ZmYm5uLpaWlmJ+fn7ERwXTp7kW5+fnY2lpKebm5qLdbke73Y4Ib6R2mIyLAIdH2AUAgFvUv2dnswJweP/IhYWFURwaTLUm3C4sLNhbdwSMiwCjYSsGAAC4Rf2r/pqPh1cCNrd/A4dvdnbW6twRGB4PjYsAh8OKXQAAuEP9q9Qaza3fVgzC4WuuP0bnZuPi8OMA3B1hFwAA7tBeq9P2egxg0t1sXLzZ4wDcPmEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAAAAAgGWEXAAAAACAZYRcAAAAAIBlhFwAADkmtddSHAAB3xXMZjA9hFwAA9tHwC95a69ZjpZStj70wHh/OBcDNeS4bf87FdJoZ9QEAAMAkKaXs+fda69YL4uGvY3ScC4Cb81w2/pyL6WTFLgAAHJLmRZcXXwBk5bkMxoewCwAAAACQjLALAAD7rH+fu1LKjlVN9sEbP84JwN48l+XgnEwfe+wCAMA+G96L8GafZzw4JwB781yWg3MyfazYBQCAfdTpdO7oc4yO8wJw64yZ48l5mU7CLgAA7KO1tbU7+hyj47wA3Dpj5nhyXqaTsAsAAPtoeXl56+PhWyL7PxdhL7xxcbNzBsAgz2XjyXPZdBJ2AQDgFtVat17A9v+5sbERq6ursbi4GCsrKwNf329lZSUWFxdjdXU1Op2OF16HYPh8NR/f6jkDYJDnssPnuYy9ePM0ps6ZM2dGfQgAY+X8+fOjPgRuk+ey0au1br2QLaVsvYDa7cXt8OfOnTs38OKLg9d/viLe/5wBMMhz2eh5LmM3VuwCAMBt2i3qRux80dV8zc2CLwev/3zdyjkDYJDnstHzXMZurNhl4u21qsnAB0yTZuLXarV2TMCbcdLKXbh9u72gfb8XuVbXjM5e52b4ceNhDs4THKz+a2z4dbXnstEZfs6qte46x2c6WLHL1Oof+AyAwKTb7Tf7AABAbub4003YZWp1u92tuOu3jAAAAABkIuwCAAAAACRjj12mViklzp49GwsLCzE7OxvtdtvqXWAibWxsxPr6ekRELC8vewfjCWBfSQDgMJl7jKdmnm+OP72s2GXqNHvPzM/Px9LSUszNzUW73Y4IG78Dk6UZ72ZmZmJubi7m5uZiaWkp5ufnR3xkAADAnai17pjnm+NPL2GXqdPE24WFhYEBEWAS9L8p5F5vpLCwsHDYhwUAANyh4Tn+bvN8c/zpZCsGptbs7KwVusDEaca14T/7zc7OHuYhAQAAd2G3uf3wPN8cfzpZscvUarZfAJhU/b/Z79eMf+5YAACAXPrvPO6fz5vjTycrdgFgQt1s1e7NHgcAAMbTzVbt7vUYk8uKXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AAAAAgGSEXQAAAACAZIRdAAAAAIBkhF0AICIiaq2jPgQAAABukbALAFOuCbqllK2Pa61CLwAAJGHuPp1mRn0AAMBolVIiojcZbOJu8xgAADD+zN+nkxW7AEBEbE8GTQoBAADGn7ALAFNuOOS6jQsAAPIxj58+wi4ATLnhCaAVuwAAkI95/PQRdgGAiIjodDqjPgQAAOAOmMtPJ2EXAAAAACAZYRcAiIiItbW1UR8CAABwB8zlp5OwCwBERMTy8vKOx7wBAwAAjL/+uby9dqeHsAsARETEyspKLC4uxurqanQ6neh0OiaFAAAwYs1ii/5FF7XW2NjYiNXV1VhcXIyVlZUdX8/kmxn1AQDczJkzZ0Z9CNym8+fPj/oQuE211q2Ae+7cuYFJIePJdZaL5zI4eMZFOFiey0avf84e0VuV2wRcizGmlxW7ADDldpsI1lr9ph8AAMZEM2cvpQxE3Yid0ZfpYcUuMHb2+m2wJ6vxUmuNVqu1I/4158/KmfHWf376rzm/9R8fe11jEa6zDDyXwf5rxkPzDzgcnsvG016LL4YfNx5OByt2gTT6J/FWEo7e8G+Jgf3lGptMnsvgzu22Sg04fJ7LYHwIu0Aa3W53axLhN8QAZOS5DIDsPJfB+LAVA5BGKSXOnj0bCwsLMTs7G+1222RiRDY2NmJ9fT2Wl5e90dYEcJvW+HGNTS7PZXBnmnExIoyNMGKey2B8WLELjLX+N3Can5+PpaWlmJubi3a7HRH2AT1M/ediZmYm5ubmYmlpKebn50d8ZDA5XGOTyXMZ3LnhcdHYCKPhuQzGk7ALjLVmL7WIiIWFhYEJBQevf++svfa1W1hYGMWhwcQYvs5cY5PHcxncnvcbFyOMjXDYPJfBeBJ2AQAAAACSsccukMbs7KxbfA5Z89+7/7/78DmYnZ09zEOCiTN8nbnGJpvnMnh/7zcuRhgbYZQ8l8H4sGIXSKPZv4nR6L/dqv+2q+a8uBUL7t7NrrHhx8nJcxncnt3GxQjzDxglz2UwPqzYBeCW3GzV7l6PAbfnZqvTbvY4wKQyLgLA3qzYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AUAAAAASEbYBQAAAABIRtgFAAAAAEhG2AXgQNRao9Y66sMAGCvGRThYrjEApomwC8C+al5QlVKilLL1dy+0gGnV/4su4yIcjL2uMdfZeHAeAA7GzKgPAIDJUkqJiJ0vsJrHAaZN//jXjIfGRdhf/fMP19j4cS4ADoawC8CB6J/Am8wD9DTjoXERDoZrDIBpYisGAPbVbi+k3H4HTLNma5p+xkXYX66x8WdrDID9Z8UuAPtqtwm7VTPANDMuwsEbvs5cY+PHOQHYf1bsAnAgOp1OdDqdUR8GwFgxLsLBco2NJ+cF4GAIuwAciLW1tVhbWxv1YQCMFeMiHCzX2HhyXgAOhrALwIFYXl6O5eXlgcfsqwZMO+MiHKzhayzCdTYOhs+LbRkA9oewC8CBWFlZiZWVlVhcXIzV1dXodDom8cDUMy7CwRq+xlxnh6OJ5/1/bmxsxOrqaiwuLsbKysquXw/A3RF2AQAAAACSmRn1AQAwWWqtAytjzp07t2OVBuPl/Pnzoz4EmGjNyrRmbDQujj/jYj798w/X2Gj0n4NSyo6xD4D9Z8UuAPtqr8m7W+6AaVVK2XVsNC7C/tnrGnOdHZ7dom7Ezl/6A7B/rNgF4K71r2w6c+bMwOes1hgPzXlotVo7XuQ258wKNdg/xsUcaq3GxcT2us5cY6O1W0zf7THXF+y/4TlHhGtt0gm7ADAFmhe3Vi4BbBteWQgAkImtGAAAAAAAkrFiF4B95Vaf8bOxsRHr6+sREbG8vOwNZeCQGRfHUzM2Ghcng+sMgGlkxS4ATKjm9uKZmZmYm5uLubm5WFpaivn5+REfGcBo9L+ZVjM2GhcBgKyEXQCYIE2waN6Bere9IxcWFg77sABGZnhc3G1sNC4CABkJuwAwQZo3SRv+s9/s7OxhHhLASO02Hg6PjcZFACAjYRcAJlT/KrV+7XZ718cBJl3/Vgz9Y6BxEQDIyJunAcCEutmq3Zs9DjCpbrZqd6/HAADGlRW7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAAAAAAyQi7AAAAAADJCLsAAAAAAMkIuwAASdVaR30IAADAiAi7AAAAAADJCLsAAMk0K3VLKVsfW70LAADTRdgFAEimlBIRvZjbxN3mMQAAYDoIuwAASTUxV9QFAIDpI+wCACQzHHJtwwAAANNH2AUASGY45FqxCwAA00fYBQBIqtPpjPoQAACAERF2AQCSWltbG/UhAAAAIyLsAgAktby8PPB3e+0CAMD0EHYBAJJaWVmJxcXFWF1djU6nY69dAACYIjOjPgAAAG5PrXUr4p47dy5WVlZGfETczPnz50d9CDDxzpw5M+pD4DYZGwHunhW7AADJ7LYy1zYMAAAwXazYvUvNiygvpsbX8Llxmyrsv91WyViFAftn+Hrqv+aa5znPb6NXa41Wq7Vj7vGZz3xm62Nj4/j6xje+sfWx6wkAyMCKXQAAAACAZIRdAADYB6UUd3EBAHBohF0AAAAAgGTssQsAkIx9WsfPxsZGrK+vx/LycqysrIz6cGDqGBcBmEZW7AIAwB1qtl6YmZmJubm5WFpaivn5+REfFQAA00DYBQCAW1Rr3Yq5tdZd99VdWFgYxaEBADBlbMUAAAC3qJSy4+P+xyIiZmdnD/OQAACYUlbsAgDAHepfvdtot9s7HgMAgP1mxS53r0ZEucmnN29TBACYNHut2t3rsUx6c7gaNVrxX/7rixER8bv/5Jtx5cpG7/MlotSIUrtRSyuOHz8S//bf/Hz81t98augndcN6EgCA/SfssodbnID3R91mUUrp+2sTdd8n/gIAMF56YbpEiW6sv3A1ImIz6rYiYiNa0Y4oETVaEdGKS1fei+eev7r1/dvrlVtRmrmlOSEAwL4RdhnQm2v3Jt7dzel4K3YPszV6j2113c0PyuZ3lmhFlK0HN1mxAQAwzgbutqoRUVrxD357NiIi/uD3n4+/+MuLEdHq22qiG6XU+PTPnoi///eejma+Nzh13Jz/iboAAPtG2GVAb67d2vzfZrJeo5ZWRK3x7vVuXLn0Tly68l68e60TtdZoz0Tce287HjpxLCIijj90T8zM9H5G/wuD3seiLgDAONuau8X27+hPnLgnIiKe/fLZqDXixKn/FNu/sJ+JC6/91uZEsnmsu7mSd/Ph/ju7hu7yAgDgzqhsAAAAAADJWLHLDjW6UaK1tcqi817Em69dibX1i/HC+oV48eUrcfnitXj3RieizkS73Y6jR0ucePhIRER88KmTcXr2eJx+5mQ89NB9mz+1a7UuAEASzV1XzbxwWzdic05XSntzO4Zu3+rb1vafzVYNpfQ+bg1v0QUAwN0QdtmhbO6ZdvGtdyIi4nt/+UZ851svxU9/dCFeeflyXLt2I0q0N782IkqJbrcb7Zne5P2BE0fjgx+8Pz7x8cfj0z//eMx95NG47+iMN8sAAEiibE7ayua2Cv3BdvutE0pE2X6LtBq9v9aoUcrQFlyt0ovApZgOAgDsE2GXHbrdiOfX34qvPftSRET8+bPPxwsvXo3OjU50Szda0Y5u6UYpJbqbKzFKqdHt9qbpF9+8FhffuB7rq5fjRz9+K774i6fjM599Kh5+9OjI/j8BAHAbNutrNzrRivbA4ttGLd2d31KaKLwz35Yi6QIA7CdhlwHdbsTqj9+KP/6jn8Y3vvZ8RERceOt6ROlGtFrx0PF74wNPPhinHr4/7nugHa1WxHudbly99G689vK1iIh49dV34vr163H16rvx3f/zSrzxypW4fOVG/MqXnolHH7vfyl0AgARevlzjh2+24uVLES9c6JXdF66UuPbe0Bvklojf+c81jh0p8eQDnTh9ohVPPhjxMw/3Pv/UgzVKlIE3YwMA4O4Ju/Rs3ja3vnYx/ucf/ji+/r+fi6tXNyIiolu6cfLB+2LuY4/EJz91Kk7PPRSPnToex47ORCklNjY24tLl6/HqS72tG370ozfiB997M55/7kLcuN6JF1+8HH/031ajVSO+ND8bJx8+Nsr/pwAAU+VWf6f+3kbEsy9GfOvFGt95pcRrV5uAO/zTtlff1lqjHa145VIv9K6+VaL13OD3nTxa41NP1PjsEyW+cDri2JHt721+Tjdq/yYPNzn4/m0hAACmm7A7pWrdvl2ueROMN1+7Fl/98np88+svxNVrN6JsvsHFk48/EJ//4un43C+djmdmT8TRY0e2f9Dm3PrxJx6MuY/0HvrEp0/Fxz/xVvzpl9fj2995JS5dvBavvXo5/uTc/4vjD90TX/zlZ+Lo0SNWbQAAHIStGNqbqJW+GLr1qc2tFWqJ+MHrEX/0k2589acR79woUfu/IHauzu3bVjdKaUc3upuf72z9K2V7ohlvXS/x5dUaX/lJxL3tEp9/uhu/OVfirz6xHXhbA3s89L5197miqAsA0BB2J1T/BHxbsw9aa2iS3Ir33uvE9771Snz92efjwsXrUUuJJ584HhERv/o3Phy/dvbpeOTRBwZWZ0R0o7Ta2z9lc5598uFj8ZlfuDceefRYHDnaij//2stx5fKNePH56/H1Z1+M00+fiI/+7KMRtRMR7QAAYP/UqFFqiSjbb3hWa287hF6zrfHNV3tzut/7djd++Hqrt4duq0Tt66btUuJDJyJmT5R48niv5j7zUMSxe0t8afNrSt2IWlqx9OslLr3bihcv1njhcsT6xVasXtj8ok6N2uqV2nc7Nb780xJfWSvxYiXS/gAAIABJREFUkUdq/J1PRHzh6TI4d22idC07yq4dvQAAtgm7E6W3GqPWzubEeHjauz1T33xT4q13J37l5cvx7e++Gq+8cjUiIk6euC++8IunIyLi1/76h+PRU0f71m00t98NRtlaO5ufa8eRI+340Ecejl//zY/Gtaud+ObXX4h3Oxvx4x++Ht/91ivxwacfimP3Hxn8/oEjdpsdAMCd6M3TulHrZsot21snfP/1biyfL/HD13tf22pF1FIj2q3odrtx8t4Sv/JMxM89UeLTH+jG0ZnSe6+FzXlZs3FCo5ZWlNqKT32gGyVavagcrYjoxrUbvdnjd19tx7dfrvGVtYhL75bodrsRJeJHr9f4l19uxTMnuvGPP1/i06e2FyHUOrwQIfr+fQAAIoTdCbM54S67rYLtTe57ny9RNifopZSotbcv7k++/3ZsbHTjnpmZ+JmPn4ov/MpsREQ8+thm1G1qcN/P3Lqtr9bBf7dGzLS78eG5R+ILv/RUvPzC5Vj76YV4+3In/u8P34xPnbkcf+VjDw8c4eBEXdQFALhzvR1ra9SIqHH13RL/4Vsl/vtqK7rdGu12L7p2u62I6MQXnmjHb3ysxs89FXGk9MJs7ba25oyN3pxvc85Ze/9OLZtRt3b65oOtOHpP76PPn+7G505H/MMzNb75Ujv+x2qJP3suorRaUbqdWL/QisU/LHH2I71j+p2f78bJo7vPBZt/w8pdAABhd4rs3H6hmRFfungt1lYvxCuvX4p2lDhx8t741Kcfiw+ePr711b1t0nZfAbx969z2KoveN7TiyD0RH//E4/GDT70VL710KTZu1Hj+uUvxwk/fio9+5OGt7Rsi3FoHAHD3+kLsZnD93qsl/tWzNS5erVtfUzfj7K9+uMbf/mQ7nnkookZ7ey7WLVFa/VG3N88rpRV18+Nath+P6G4G1+7mit3Y3Ns3IqIVpUbMtCI+98FufO7JEuuXS/z+X9T4ylorurUb0W7FuZ/0ju/8S+34p1+M+OxTO+eHTTg2ZwQAEHanRq013r3em1y/19mI++6diZkjvcn7m2++G6+9/E5svBcRpROnn34w5j72SNxz32579O5cPVFKbyXIztDb+54TDx+ND334eDx04r5447V34sLbV+Oll67G9XduxLH779n+Ofv8/xkAYPpsz9W6UeIPvhfxH79bN98foffGaJ84VeJ3f6EXUT90cvPrh2/MapWhqd/2zy273lnVGvhcHfi63hv19rYAa0Vp9fbq/We/WOJvfbzGv/uzdnz/9e2fcfF6jX/xv7rxdz9Z4rf/WkR763tLlGaLiVKsCgAApp773QEAAAAAkrFidwp0uxHPr12Ib51/OSIi3r54PR595Gg89oEH4tTjD8Tza2/HW29fi9oq0S4Rj33geJx67OiO1Rh1c6+2nQa/rgwu94h2O+KxD9wfp04djzdevxo3bkS89ca1uHxpcMWuRRcAAPtjo9uJpa+24mvrzfYLJY4dqfGPPtuK+Q9vz9eaO61q2WUe1tr8mhjcViEiYvaZ+2Ntvfemux+afSCG7+za670TytDXfehkiX/9GzVWflLi33+j911XN2qU2orf+16NH78d8c9/uRtHj/St+C1bPwwAYKoJu1Pg9VevxLk/fi6+8ierERFx5fKNOP7gPXHy5NE49fix+P/s3XeUZPd12Pnv/b0KndN0z0xPTogTEDgIJBKRGBQsiaKWpHYtrnysQ65Ey/LqiJaObdmSaUkrrbS2ztpLy17tSjwiqciVmECCJAQQGOQ0GZNz93SO1V1V7/3u/vF7FTrMYAaEGpiZ+zmnMV1VL9VD/3Hr1v3dO1Mo0X9uAtEyUSZLU0NENjt/AJu/wLK7S9Pe1kxTcxQ+PBAxPjbL2NgsK3pbqtvMjc0Xb/tgjDHGGHOtm/9leC11GxSKnn/3lLCvD9SFIWdblgm/dh/0tjJn70qC92I50vDa3Ljsm1+/n//rj44iXvn0p7cseH3R44gseiYR4dHNsH1FePxbTwlHhkPC+aWz8K+/o/zGQ0pzPsx0uHCxgTHGGGPMtcUSu1esuVUTFzJdKPPyC2d5/pkTjI/NAJCoMDJaZHxsluNHxxCnJEmCiOC95+DBQb792HF6exsBWL6ine6eBlpa82Qyby3Zmss7mppzqCpOoDAdMzVZvMgeltQ1xhhjjKlXSehWkpqh2jZUt0J4YaqY8K++F3Fo0CPiEXU8eh18ZqcnE7196dBVKxv597++jbfjy/jK+1qZft//Bx9U/s8XPN8+4gDPweGIzz6u/O4j0NIQBrF5sfSuMcYYY4wldq9YFwmg0+jYx8rRQ8M8t+sMg4PTqA/Bb955sqrMqqNMgsaOyAkClMsJbxwY4uyZKTo6mwFYviJP7+o27rhjNddvXU4+d/nBe0trnva2DJmMwydQmCkxOxu/hfdtjDHGGHON0tqEMyWtgPVUM72xT/jcU47DQ4pz4H3Ex3d4Pnmr4x+qb0EYZFY30OwtmL9XFAm/9N6IzkbPn+9xeJQTo8K/e9LzuYeFhoxYUtcYY4wxBkvsXh207ncBTaszzg1N8/2nTnL4yAg+gawLVb63ELNZYsaJ6AcGs46RWCg5x6xAHCeUJ2aZHC8DcOpEQlN2mMJMQs+KZlauar3sS2xszLGsp4mmxixTUwlTk2VGhwskSbj4KFKsStcYY4wx5sLqE6fV35ygaSz4u09H7O4PDzSBn9sZ85GtGTwJog5hsUa6b83+/RP83u8fRIHP/vKN3HxzC5d98PS6VUK7CCTEqpWj/Mytjrac8t9f9ngVDgw6fuvphN98f1TtDWyMMcYYcy2zxO4VStMIXkTSINilzycIEYVCmX0v9LHn5T5mp2LEJWxMo+cPSZFtlJmRiCEvDCWO85HjfOLoc8KgOCYTZUqScEyU2aTM0Nlpzg9NvaXEbjYnLOtuoa09z/RUgcmJGU6eKDA0EIZuLF/ZgsXmxhhjjDFvTtPK3Uro9Bf7QkL06ZOKikPU87FbHR/ZGkJ9R/S2F+z+2Ee+z8BQEVXlqWf6OXbgH13+OaTuH4EFA3mBn7hZGCvCX+0Lw9NePuX44m7lp3eEfrtWGGCMMcaYa5kldq8QdSvvFqlQqJs0LBFxohw6MMCTTx1nYKCA4mn2cHM0C8BKKVHC0aQJm8WxxRWJ1TEZOYZVGCLDGSe8oOHP4zBZEnVMzZQpz9SXB1+elatbWLWmg7NnCmiiHDk8wKE3ugBY1tP0lvv3GmOMMcZcSypxoKqyfxD+9LX0C34BUeUDWxyf3A6VxKdqgsj8wbg/mIGhYvVaRgb925I4rh8CVx/v/uxtEZMzymOHQ0D8Z3tha0/MLb32UcYYY4wx1zaLhq4Q9Xnc+cvOvPfMzsSMDBcYHJhhaHCal57v48TRMVCHx4NTTiY5AL7hInIITShtUqbdN9ApShcJG0TZIkUmxVH04UPCSYVYlVKpzMzMxQae1dSC8coHCujtbWfzlk727x1geqpM3+kJXnmxH4D16ztZt7HjB75PxhhjjDFXOyW03ZqJ4Xeerj0vqmxZJnzmTkWdUKnpFd7epC7UtU8AvPMX3/jNjlWJG7WW2q2Pd1WVT98NR8YcR4YVysrv7Yr4rz8Kzbkf6NTGGGOMMVc0S+xeUcJgChBm0sFj5/smOHNygrOnJzhzbpKRgQLnh6aZHJ4h9opXjwOm1fF6FP53v+6VSJSM9+QlRxtKmyorXcJ6jVkrnuUKTYQgPS9KEWV2JqZ4iQPPasG4Sx9DY1OGm7b3sGfPefbvHqJYjtn7ekjsdnc38IGmG+hZ0QQsVpVsjDHGGGMUj+BA4E9ehZGCVvOhrTn4tfuUyNUKaKvtu3ibWxd4QdBqgndu7HYZ59Fa3Hih2E9EyEl4b//s60qhLIwU4P99zfMLd9qKL2OMMcZcuyyx+y6lLFzRpuqYmipz8ugQ+w8MA3DsyDjnzowxeH6KYjHB4xCvJCieBHC1ZW2hZS4eJYzPiJjEM0SEiLBPM7RqhhWqbEQZTxO7SgTiKRZjZgoxcezTtgmLB+2LJ2U9IsLmLV3sfM8K+s5OMzw0yeBg6LH79FNnUe+458H1rFnbSjYri9yBN7lBxhhjjDFXOcGBwtFRz9cPC97XVnb9051C77xRCIu271o0jqqP6+p+98reAeH18+HhwUHl3JQiongBh6CqfOYbwto25aYeuLXXsb79wu9hTqwo88+9eCypQG+r8Kk7hP9jV4huv3HI8cHN4fctyywwNMYYY8y1xxK77zaaLm2re4zATKHMiWNDvPrKMPv39HHq+CgA04UEn0CCghOEInkVmgSaxZPXMnmJyAiU0wxvWYSyCtNAAc8sUCai5JUREUYlw3FNiNIeuyWX4HAUi0WmZoskvvKH4+bE4dUE8qLVFg4RaG7J8Z671nG+r8DTT8eMT84A0H9uku89fpTBoQK37+xl46YOule20JDP4ObkjtOlfmLVGcYYY4y5Rgl8/iUh0ZBYvaknPP3Ipkv85ruaTAXSRHE1tkp/nygqXzvkeewNYWjGV3v0qtaCP1HwGo5zfEQ5NgpPnQgH2dglfPi6EB0+ulnIR1SDxUq7rlBqAAuGpi0SS1aeeWST8q3DsH/Qk2jE518KB/3fP1i/T9oK7NLuhjHGGGPMFcsSu+8ySlLtg6aqJB6GBqd5/eVzPPdCH2/sG2RmqggaAuBYlIiYNif0ovRqwgpJWCYR7RRpRsiIEqknToPmxEfMCBQExtUxIhH9lDkrEcM4CsQUVarVH5EXElGSOMPAuQLDA1P0rm4Lr1c+A1xG64RVa9t44AObmC55Xn3hHABTU7OMjs3w7NMnOXJ4gE2bu1m1qoXu5Y00tzTQ1p5jzdp2Ojoba/eqbqCcMcYYY8y1QIE9/creAY/zDo2Ez9wdlmVdzoA0rSRnmVtUUAb+dj98cbenGEd4NLRx0HTpFw7R+pZboXoXQNQjGqGiHB9R/svzIen7pT2Of3IbPLRJ5iRa5w9Jq3XYnb8qrO6xCD9/Z8IvfjMCr+wfCPvu7le2r0z79EpIGFuYaIwxxpirnZU9GmOMMcYYY4wxxhhjzBXGKnbfDerWidWWuSnFkufIgQGeefosu18dYKBvgnLsSZzQSKiaWKUJm12Z69SzioS14mjRMo0SlrGphioLj69WU6iLwYNzjrLCjMBQIvRLhhM4jvssRwTG0mEbZREy3hHHMft3n+fbrXnueXAt6zZ0kc9mQC487GIxUSRsuX4ZP/Jj0NQYRhm//FI/Q/0TxLHn7Nlp+s5O09AotDa3kG9ydLS3cNfdK3jv/esB6OrOI9aOwRhjjDHXGMHzpb0O5yNwnoc3KBs60krdS+k9kG4zp3I2fe7chOf3vg9vjLg5cWRTk7JyVTjHis6Ejg74vgo4HypjRfihh5WRqYjBIU9fnzA945F0hdlwQfn9Z+GpY/BL90Jng4TVZ0Ian8q81V9u3vW6Ode6qSvi/g0Jf3+s1t/hy/uEHSs9Ks4qdY0xxhhzzbDE7rtBXfRZCWpnZxJee7GP73z3KId2DzA5U8IDWQfr1LNDYgBupsx6hR7x5DTBS4KLhEQ9Ll3PlpDg6gJilziIwHvIOiXyQlvk2USZWxT6ojKHfYb9LiRdD3jPgBO8JvQPFHnieycYGJzhkYc3ceOObpqacnipdUl7M6pKJuPYvLmHlp/MA7BqZRMvvXSO40fHKBRKeBzFaSjOTsGQ46yOMzo2SWNL2P6996+lscESu8YYY4y5thwdcezuS0L7BO/46DaptjCYn7Bd1ILpvOG5vec9v/l9x9SMAgmqjo424frNsHyF4NIv/BMX4RIFl+C8wztAFckI3Z1KT5fjxi3K4EDEoaPhFOPj4BPhpX7PP/um8LkHlfUddW0TlAuTefnq9PEntkY8eVTRNBn8yrmYw0OO67ov4SYaY4wxxlwlLLH7LiMiTEyUeOm503z7saMcPzTGbJygONqI2UbC3a7Edg2J3U6niIKgeCc4BO89TgQhQglD0FR89RyaAbzgnOK94AS8hrRsE54tqqxxRbamyeP9ZHkFzxs+wygxE+MJL79wltGJGT48vZnb7l5Na3N+kQS1sli3j0o1RhTByt42AB7+cAObru9h//5znDg6Qd+ZSUbHCswUYsrlMt5H9J2dYtf3TwKwZm0r199kkbsxxhhjri3fPqJpf1zh7vWe9e1hEFlwGV96p8lUFc/B88K/fsJRjEM4F0URN14PG9aFggNPbbCBKGhGwEtILidhG5GQcQ1JWGH5CuhZHk5y7KTnjUMOTYSRKfjVbwufezhhy7K00liq/1n0OkXmTusVYG0H3L1eefZUeO+RZPjOMV0ksTu/X68xxhhjzNXDErvvMmOjM7zw7Bm+9c0jnDg6RjlRIo1Z55S7SHiflFiFkq0sVUurJ7xICLSpLGNzaNquwTsfXku3dbGGAcga4ZzHA6KVwD0E+A0I63zYfrkrsEXzPC8Ju8hxViNmSzFH9o/w9aIQe+Wu962luSWXXlMlefsmNSMCLv0g0tySY9v2ZWy+roOB/knOnJlgdKjI8Og0hw+McOiNQcol5fChIQD2vt7P2vUdNDbZn7Axxhhjrg2Jh6fCd9yIwAc2L9K64FKlu56dEH7976FY8ogI+bxyx+3Q3laJ5+auyhIBSaC5o5HC+CwSORrbs9Wr8HX/Vr7M37whYllnwguvRJSKykRR+fUnhP/4Ic/yluok3sWn4sq8K6j8ovDBzcquk7UnnjyhfGqnII5qXAxiw3aNMcYYc9WyrNi7xNRkEYDnnzvLY187wsnjo8Qe8uK5UeBBKXK7lmlH0RBjzzF3CdvcsLryWnXicDW49XgfQmWVtMo2fV1V0TTpmlfHZsp0OaFble9oniM+olhOOH5kkG99PfTvvevudQA0teaYG9Zf7MNG7TV1QmNThvWbOlm/oYOyV4ozCc/vOsnE+AynT00yPRWqiA8dGuHWsxNsuq7r0m+yMcYYY8wV7JU+z1jRISitOc8dq0McVfny/nJmHhTD9//8hyeV6VKouM3nhPfeBS1NlQICFiRbNV2Q9Yn/eAd/829eoak9y4//29sQqdUN+0Uuo70j4p47lV3PC8WSMjYj/M5T8Hsfgshd/NoXvuJBHO9ZFdHRGN77+CxMFIWXzil3rpFqFbDldI0xxhhzNbPE7jsqJD2Lswl7Xu8H4HuPHePU8QliD43q2S4lfljLbHUxWbQ6xKKeaH2ytnLc+n8vTETm5IjDMrqFHw5EoQPPvTJDG8pjZNkvOWZjx7Gjozz+zeM0NjUAcPsdK8nlMulx53fevXCiV6j1GMYJWSdkWx3bt6/k4IER+vuniMth23Onpzh1Zpz1m9qJouhN36cxxhhjzLvKpQw6m7f5S2fDt/uqygMbQjstuLyELmkl65/vDQ9PjoV9nYM73qO0NAlOwUfMCSUrsaYokChb7u7hs49/sPq6+PnxaN2+qogKzc3hHLueD7MeDg7DX+7zfGybXN57SGPJyEE6V5evvhFizFf6hDvXpNd0GUc0xhhjjLkSWWL3HVCb+uvwHg4fHea73w7TJY4dHaXsE3IkbHcJP0qJrcQ4FJEMkDD/k8CFgui3em0LnqsE8ggNOG6TMjknRF54jQylWDl6ZIwnvhPeQ2tblpu29tT6rc1x8aWC87dXVZYtb2H9pnZan88zMjILwNDQFP3npimXlKjxrb1XY4wxxph3Rqg4hTT2Sr9YD3FQ/ZfgHtRVh6LtGQDR8OC2XqltczmtGAQGp5S/2pcmdAk9dG++Xuhor7T4Ak10wZf8QFqZG5LK9WGjr6woWywudenEM4SOdrjxeth/MOz8xX2ORzYr3U2X/hbqVe7DV9+IAOW18/MvYt79mVPR8NbOaYwxxhjzbmGJ3XdAfZA80D/Jc0+c5uC+EQDisicjZbYK/Iif5mbncRIhCl6SNP6cX7Hr5gxHe9uvty4AjjQE8tu0BCSUfSN7I5gpz7J/T3gPvSvP0dPTRM/K1moSWzVB5PIqayv7SkZZuaKZ9p5GRkdDy4qZ6RITI9PMzJRoaLQ/Y2OMMcZcSWrtqkKcVJ9ErbyW/p7mRMdmleNjYWCuc7B9xcKE7qUWAX95vxIn6b7e09bpWLdBcem3+V7AOQktu5ygvnZgD7gIvE9jPKnFig5IVBd8US+qqIZjqsLG9cq5c8LYhJKUlL/eL3xqZy3nWu2au8ix5tuxPD135PGJcGoUxorQka/sP/ce+fRincpFh/0aY4wxxlwJLIp5R4RgvTBd5pUXz/H8S30UJmMKkzEJCesFHvYFbnJKBmEYzysqHPQ5Jp0iaWFHdX6aJJe5fO3yVKp4VWrVuzlgqyQ8nCuxUT14YXp6munpaZ5/8Swvv9xHcSau+7AyP6nr5/0sQmqVJC1NWbpamqsvJZFSmI0pziZv51s1xhhjjPkHVGuXpWliEUiTiz5NbFYStmlFLyB4jo5QnYuwpUNozKWzE+rKZt8sGlRVSmXlyWMRKgkqCTjhho1h5kKCkqRXIR5wgp+XLXaESl0nYShZfQGAjxab6RCuTCQkikkH/d6wpXonePyIZzYOBQz1u4ksXEk2X2MuoTGXsKnDpfsIR4fCcRfsn86WCF2KScuPrWzXGGOMMVcuS+y+IxyqCceOjPPCM2cY6Z8gFk8snhXieVBmuU1C8rQfx+PaxJ9pE1+SDHviBopOwLvwA4As2kLhB1VJ5FYC9PohbCJCHuU9ScxdUZlOTSiro6yO4b5pXn7uHMdOjFa3n399qqEVRe2nPrmb/q7hw4yq4hoyENWSuBmfQTzpBwRjjDHGmCuBS4MbN6dllWqIh0Qrv9e++K58zX12QvDe4xBWdyXV6lqh7svzNwmLRISnzygz5QTRCNGIlkZYsUqqr1evyaWxn+qcOC5U6oJXj1bnPISgzdV93x7eS/2+SlSXuu3uUZqawDlHIXHsOl1p6lsfE775RxUhQohY3+7T8yWcnCS9P25Ouwh1Ur0mqcxXcxZLGmOMMebKZWvYl0K10qHWJ21srMQrr5zi8NEhygoNaRB7GzE7fUyzi5nQLM+R43HNMEBE3udY76bYnkDOpcH+gsFpb58LFUl4n55bIpqd5y4tcUYintEQzRcT5fChYfa81M/6te00t+QWLsmrfpBJqseqqVRcVIYxC3ExJimRlo+EoR8qQiZjVRbGGGOMuYIsErpMTJT5wpfOkPgyn/zpDXR05KqvVcLI0+Oh2lQ1YW2LVEpq55W4vvnpX+4LCWRPDMCKNRlcoiQiCIp6QVylf+4ibRXSytuBIcfYRMiLtncIPcuUxEk1obtgMVldwKoexAm9vZ4jR8JqtFf7lIc2zlvhdQm9JSrtyNa0V5LSSt+YVld+SRqD9/cV+cy/eJm21jDs94//aGcls/vmN80YY4wx5l3KIhljjDHGGGOMMcYYY4y5wljF7lKoVhrUqiqOHRli/+uDFKZjQFnrygDcoSV6IyX2joMS8XScZVgcWZQOKdFLRK5yLPgHHZp2ISKCECpFxDtWu5j3uBJH09YQZ1CmJmL27h1g6y09bNux8iLHCpUZFxqOUXlmciJmfHIa0bSa1ynNLTkaGnML9jHGGGOMeTep9dKtDEgASCCNg374Hz3Dnn0jiDr++s/P8NSTD6V7eiSN+fqnACegjvXtMufYF5q1MP81VeXgQFj1JOnHgBWdnkQczivqBBfVqnVBEK8QpQPUgIkJeHm3Mj1dOX6YpdDaAXffAtnGSvwmc6p2HbV2tuJCJe3yLuFo2p1h33lhztC4S1S5P6tbtXJj6Zuefx+En/ipXew7MEZTU3ps2XnJw+aMMcYYY96trGL3HTAxUeLAvlFOn5og9tAqnts05jaNuZHQH2yIiOeTiOPi8Ch5UXaScIufJe/CgI3acI23z5sNYatMP1Y0dJYQT0YdN2mZ7SRsJyFLhrIvc+rEGPv3DTFTiOuOsHgiunLeJFHGx2bpPzfJTCEku0tFz/mzY4yMFFHxqHiamnL09DSQz9t3E8YYY4x5d6vvXRueoJrUBdi7dyT84pTX943V7VkboDZdqiWIW/JzDn7R81aoKkmS0D9V6eEbEqFtreF6am2y6i8y7UvrYbqgTBeUZ1+E6en6nrwRqjAxCi+8DgumraWqKdv0+Oqhva3W9+v8tFBMHMWkbvbCJWRdKz1z2/KVVmHCdGnhfdh/cByRiJkZZWYm9AS2pK4xxhhjrnSWFXsHnDk1yuGDQxQKJUSU1cDWtM9Zi3hQmBJhVDMUJSLCcz0x91FmZeTnDcZ4eyt232wIm6pWg+DKYDVVpVuUbWnV8d4k4oxkGJ8oc/TQMOfOTbB5S1e6l1tYtVJ37LOnxnnumTMMDhXYvqOHnXetYWCgwBuHRpicKIYexUD38iaWr2wjn794xa8xxhhjzLvH4nGbCni0mvRs7/6bix7l3gse13Hdlg7++i/uZv26Jl7fPcaPf/QZhkeL1bkMlR64Lo3onqkUEQts3tnDP/nje4nqZhhUZh4cOBwel+NwkZXYqxrXKYyPKMPDQnd35Y1VDhJ+fAJ/8vPP8saTfQtmRIjC8l+a+9z6dS188QvvZdvWVgC++vVz/NynXmRmNmG++rkTTwN/PO8awyqxuvtvYaMxxhhjrgJWsbvE4jKcODrG2VMTeBwNwE1aZiPKxrrot1s9N7syWyhxi8Q8RIktvkx0gbzrP9QAtYupn3TsELZowhZNuJ4EB4gmnD41wcljwyRJ/YeAEGSXy2UGzxcYPF/g9IlxCtNl3jg4wPe+c5wnHz/Jk48f5+UXzvLsUyd448Ao3nsykZCJhLXr2lmzrr0alMuFJr0ZY4wxxrzDajHT/NDbV193F8k0LvzivdKSq/5xeO7wkTH+8A9DFvb3fv8gIyPF6kBc0cpwXF+9psoX46Jw4sUR3niyv3ZeqVXwDg8pw0O1WNU5R312VCX8DI3VXavM2YQs1e2uAAAgAElEQVTDz/Rz8KmFSd30iqrvo/L6yVNTfO4/7A3XCvzGb+5Pk7ques3156++z+rgtKj6WLVc3WZh2Lj0rc2MMcYYY94OVrG7xMbHCpw8PcHo2DTee7okYaOLaUt75QoCXmgn5v6ozEbvyWnMJoGGiDCtGKlbLqeLBKdLYWGFbHeamL7OxbzmMwyTYXhwihPHp7h9skhHRw6R8CHAezh0aIIXvn8SgJHxAmvXdXDu5BhDI9N4H3P4yBjjk/uYmIgZHJoiIqKtO0wyvmFrN70rm2tXo5Je02Ifmowxxhhj3jkLVilRyXemCUqJEFFUk7S1gV5wf5EI7+OQWJ1XNVtp05XU7V//uqqCCE4yaSI1tESQNOGZuHJdZwdF6jKwUTrWoOw1JHt1bkuwN1s95eqSy14ckiaXceH6nAiilfZdbk4FbjXuBUQdKjEhAVy7hpCEViCi2hAYn77/BJEsqJ+bVK7+j7DY0RhjjDFXJkvsLiFVZXBwlqH+adRniKTMagfrlWo5RKKePhdxXnK0JbCNEg0uAySoQrURQpIGrE7ekWrdORUaaSCfdWFZ3JpEWIFnkIRyOaLv7AQjg1N0tHWjabVuqRhzZN95vved4wDMFsrsaetD1eHLHu9hYqLAxPgs4jTUb+TgpuvC2r6NG9uJY08mp3P61qnOHdRhjDHGGPNus2gHWg+Qw2s5rYZNK32rlagO0RjF41yEJh5cVDfoLGyzureJX/zMZgB+5Zdv5OldQ4yOhqazkaQtsVRxaZWqd66a8LzxvWu47v6e2lXWtctd1xt+OXwkXJCKqysuEFyaoO3uqHt3da0Y1MF196zkhgd6OfjU2TRmE8SDSuVEdYligY6OBv7lZ2+oHurf/frN/NNPv8jsTGW72vaiPkxlw8+p3q1VSvuFiWeLGY0xxhhzhbPE7hKoHyExNDjB4PkCoGRQ1mqo2q28ft5l+Xuf4/kkw4Yo4cPquEmLhAILqVUvRGmFh9d3ILE7dyiGS+uIfRKWu/WKslYTDrkc3nuGBgqcOz/Fpuu6kLTHbjYXkW9poLk1/AlOTpeZGC2hOBJ8LUwXHxLaIuRRhsYmANj192c4fGCEW3auYt36dlxlwLEF6MYYY4y5woT4zgMxThyjAz8enq8LbP7FNxPeGAorn377EWVHr1Qrdueoq3Tdsb2dE4d/pPpSMYaPfJk5yeAPPSxkMoQeuPg0+Vs5lIbVZChbNoWDnu33FApuXgya4L3QtcyxbFldNrc+x6vgIvjk599bfdmXPd/4rqAiOOCvPx72baj2+PXpqqxwqB/9oVWcP/Vj8xKyIUH9ep/wq98NsfIN3coffFiQtIJZVeno+QqqtTYOxhhjjDFXA0vsLoEQe3riWBk6X2BkdJIEpQWlhzKtoVQBgBMa8YyPOCUZhuOILZHnOidkVUJgK2GCcZg4DN7VqjiWqj+YVKo9qKuKEFdNqrb6mF5R8knMTJRjdKzA+NAs5ZKQzUGpqAwPT+PjIo2NYayz6BSJxuAyOIVEKoPaMkQkOK/MxgnH9o8CcOTgCK1tDYhTentbyDeEKo90hSGVpYjGGGOMMe+0kFCs9XwN35HXYpVt29vZu2ccXMTNNzXXrUSqfWndnHPpKimYLNVeXNACoS6fOj/pm8/Ailbon6i1ahibgu7O8HsWRzoWAaegLlTUJk5w6aXfvVN4cbcyORYSyyE8dXR2CXfcsvCcC9S9PDLlAMV5ZUUr5KP5+9biy2qbCublddN7OF1SJM1IN2QrzcsqrS6EHTe3s+fAFM3N8yqKhfk1C8YYY4wxVwxL7C4ZR2FmhqGRaWZnQluFNvEsS6twy+l6sQEPBRyiQsbFROpxiaCiaNoErb5C1yF49Ygs3dCHuX3c0px0XS+3vDiWiadVHYWkzExBGBmaoVwug0S8/upZnt91nv5z44wOTVeP5SSHakLOKd2R0IhjRJTREngnSCzMpO8z6zMkCSSxoiRAaPxW+yxhSV1jjDHGvDtUE7rVJ6A+Vvn6397PF754Eu9jfuZ/3FS3X22XFc21BO6ZCU3nFszbKOW58DC2rd2e/gmp9tgdHJJqYjdJD6cKXoBKm4REqpfb2Cjcd6cyPAzD47X2Cz1dCpHUh4RzuMoxqQ06GxzyQIhtty6v33HhtVcHoc1LilecmkiLH3Csbk1nUNQd5qt/dx9/+mcnWLe2NqOhlgFf/JqNMcYYY97tLLG7hGanEwoTZXyag+3E0a4JCJQ1BKeTREylwzBacHTicWnSd24FRBr8+nem/YBKbaDGYsPb2tXTJgl9kmW2FDMxVWa6UCZbStj9+nm+/8RJSkmMpJXHiuBJaIwc213CfVKihZh9mRxPa5bBGFTialDf1Bqx867V7Lizl3w+t2Tv2xhjjDHmraqFTHMTk+3tEZ/5X7bM32iOdW2u+uLZiYufxF0kOLxtFXz3mMelWda+PuWm62plq7ogvyqIqw0/8xJi0u5u6O4OrztVvAgufVvia0lcCInc+hIE0dBOrK9PqJTM3rp6fqy7+Oqr+krceuGehOfXtEla9FA7Xnt7ll/8hesveF+MMcYYY65EVta4hAozJWaKSZgegadFEprT/wMlFUoqTKrgEVQ8zU5pWSQuD4nUEAirVH5fWvImjX2bVGiu+2QwXSgyUyiRzUZ0dzXT3hHh8ChJWnEbLMso90Yl3udneU9S4iEtcWP69YOQrW6XyUS0NGXIOsGnu8+fIL1UrSmMMcYYYy5F/YSCudzcjSrFp3VWd9SeODleG65W+bcaB71JWPi+tUI2E4ETcEKhAAPn5yZVFwvzvFSStQszz0l6Wl9f7Vsnqsz8rYvV+gdgegZElXwk3LNmYRuGBfTCrR4q9wRgTbum8XbNm7aIMMYYY4y5Allid6lo6C07WywD4cbnvZBPI9+ySPUnUcV5yGuZBvSKHAjW4DwNaWJVNKEUC3EMTc05dr53NQ9/eDOrVrUgROFHwpLAvHM0OyWbfkBpABoiHz6wkCAa+qdNTRZ54fl+nvjOSfr7Q9nKwoDd/ryNMcYYc2WYk6SVhcnVzV2134+NKoWir8Y+InLJict8BI9sqX35rSIcOKp4X5ewrayoSg8pEip2XVpcUHlcESEhFz2vSreScA5VvpCkPYG99+w/4qtD4x7ckpCf160i3It5T9S1Hqu8VCiGn2OjtWu+oVPeiboHY4wxxpglZ5kvY4wxxhhjjDHGGGOMucJYYnepCPg4wcfgJVRY5MSTSesNkkpTAq2sVUv7lLFItcIVIKNKViUsvXN5KCfEZY8I9CxvYu3adhpb8tVWDKpKJI7zRc9rZDiWb+BctoHXJM/RkiBE1anPIkJcShg8X+TAviHO9xWq570Cb5UxxhhjDEJd9S0LC047G4QNnWFL72H3QHj+cmMfEeFjN0Hkwo8DpsaFE6dkzjYo1cpd77WuFUN9u4XwerzIEN/I1yqJxXsqHW+dE46dEKanwnaZKOLjN4ft6jtQhLhv/lFd9U1XXnpt0PPaoEe9R1TY3CG0NCioxYXGGGOMufrZ8LQlFPuYMjGROryPQRwiCSIRmTShG0mGCKXkE8qRI057iS3sH/tu5xDnSPBk1QEOdWG88tkzUzy/6yynTk3gCOvuVGLUKwURno8bOC8lGlBOl4QzicNrKdybTAjom5qztLe3cN3mLpZ113rv2qo7Y4wxxlyRKklT6uKZ+gcKO1YIJ9KWA6+dc9y91iPqLjsA6mkWPro1HOfLuwWJPAcOQme7o6M9pE+TWg6VSGXB5AKn4AktD7K40GdXay0lEidUxiho5IjSgWrDg8obhwVwqCo/ebPSkw6dmPO+51NCWy6JQsEECULE6+fCXl4EIeHmFa7WouLybosxxhhjzBXHErtLKJPJkpcGVDyJgHcxnhyqJXJpBUKTlNCkGRHHjMaUAO/9FTfwwZNQ0hBwqyRIpEQKqo6J8RkGB2fwRSWJ0si97HARJKoMlEsMEqHqUPVkiHGSoywJTfmQxL3l9hW8Z+dq1m/opndVy6JXEFhRujHGGGOuHHPmk83rWbtztfJ3B8PjJ08pP3eHw11+XhcR4RNbw17PnlFOjzh8BM+/5LnnLkdLa21Yr1tkGBqE1WbHnjuPKKy7u4dsFKFaqdIF9VQb8TovxOIZmxBe3C3V3rubljk+tk0RmRe3LRgO7EEcaK0Rr9OIROGpk+ljDyqOO3vrbxqW3TXGGGPMVc0Su0ugElNK1pPJJaAOh6ekjhIzIJBPE5FNHhqdZ8LDFDDqIqRS7nAFKeIoi6A4VBwNGSGbFUQ8q1a18547e2lqjvBx2L6/f4KzZydC8hcHKogk6ZCMLEqZrEbEcbhPnZ2tbL91BV3Lmued2RM+FFhC1xhjjDFXqHnJyNCWQLml19HeoEzMwFgRXupLuGv1IlPHLkEuG2KqX7vP8Uvf8hSLQpwIu16CO25VOroEuUBSF+BPf+E5Dj7RB8BND63iZ/7z3XXXm76HdJpa4mBgUHj1NUjikOxtyDt+5T5oyEg1IVzdv3KQtD2D4FA8InXxncCrZz3js2E/ddCRh1tWVzaoJIOx5K4xxhhjrlqW/VoK6ZK0loY8uYYsSkIiMIEwQw4QMurJqKcz8uSTUKFb0AxDKpTe2at/S2ZEmNHwgUA0IcpFNDblAEf38mYefGgDn/jH23n4gxt4+IMbWLmyhYgInIDLVD9EiGbIZCGbzaMCxbJSLCuDA1NMjlfuTP3iQDfvsTHGGGPMlS0kPR1ZgfdvCvlSUc+3D7+1uCe0SwhfhK9rh9+4V4gy4bilorLrBeXIEZ+uGgvPV34qDnzvXPXa9j9xbtHz+DjGxzH7D8JLL0GchErgKAO/8QBsaKt7f2lP3GpBRF07hUpyt3btwWPH6voCa7g3GTQteK6v/jXGGGOMuTpZxe4SqPTIbWjI0tyUxTnAO6bVMZ3GnFEavC73ni7nGZYMBTzniBjBsfIKS1ZOKRQIHwCcc7S2NdDQGP7cnMCyniaW9TQRlyvBucM5R5RR2tvzlGPP2OgMOKV3dTsbNrYzOVFifCqU+G7c0klbR76671z2fYUxxhhjrkRh5VE1dZkOjq33yEblb/eHRO9zp+DkuGN9++Wdpf6YAuxYpXzu/fCbTzlmSoqq8MZhOHNOuG6TsqpXyaTVsl5ABERqpbCicwtjy7Hn9BnHseMh9pstanW7hrzwbx9Qdqycf1EXzsHKnN/DozMTyrOnKmnf2r0RCb17F5m8Zowxxhhz1bHE7hIREZpbGunoypPJOMpFZRJhWCtRbAg+V4in1wuHBWKUE5rlDCV68XVVEu90VaojTMOIqtcRKkfSgJ+EcXVM4HAIDQ0ZOjsaaGhIh5zVxdltHTkA1m3oYnioyLLuPLfetoJjx8Z47plTxGVh7boOfuhHrgdgcipU6a5e10p7R9NSvFljjDHGmCUyb4jY/OSkwuYux+0rPa/0CyrwV3vhl+95K+eq9bVVHLf0wh98CH7rKTg9Fl6ZnlZe2wP7DworVoQE6rJOaGsDyKBaaxc2NqqMTwpDI8rAgOD9wgloGzrhs/fDhrYfIOma7vqlvUr9bOHbepXNXen9q2/rsEhy3BhjjDHmamGJ3SWUa3B0L2umrb2Z2cFpJlQYIrRayKXbdCNsjEq86h3j4ulXxyGNuCFKaFNAFU8Syl4BvOKcW+IBa5UeZx58WpXrHZoOvpjFMYhQUIc4pa29kc5lOTLZhZW0y5eHwWfvf2gtm65vo7uzgXUbO1h9YIhySZmcKLFt+3LWrG+jpTVf3c/apRljjDHmmpMGPx/b4XilP2Q1nzihfHRbeKFSuVuNk+YETJU5BPPnEfjQoFbC/v/pw/AX++Cv9oXWCQClMpw+E34/c7rSkmFu7Pn0c4KIhqFrTlD11Xg1E8FHb1I+tk1oeAufPubHfSfH4cnj6TPpOT6+fWESHMGSusYYY4y5qllidwlFDnp6munubmJ4sMCMOPrIMEKRymq0PAlbNMNqYibJU8CzV3Js9coOigCIREhaIaESoepxzs3pOfYPrdKbTZ1H1OFJcGngPKqOM2SYEciqY1l3nq6uptCCoip8qMhkwpMbtrSzcXMbSBgAcvO2FbR3NDE9Pcvq1W00t+TmnN9CdGOMMcZcq7avgK0rhX39SpIo//mFEBn97qNzk6DVhWEAVAaJLWxhJVJL7uYj+JlbhA9v8vzFAfjuEUcxVnzdboutIhNJAId3IcZryDge2RJe+6kbleWtUbX77eWaH/d9/kVIkgRHxNbltXtSu8D5790YY4wx5upkid0lpHh6VreyoreFNw4OUFLPKRznEFZWA11hfVRia5LlpHpmgWM+4kWJWB1FdCsICZ6QAHUaWjQsZVIXKn2DPU4VxeMEvA/B+2nJcU4jIMI7YfmKdpb3ts07gks/eKQfBnBzou+m5ixbru+snst7a5VmjDHGGFPx6Z0J//wbDlXHvr4QB37nqPDIJqoxlVR69lbaEdTFUpXYUURRHOn8smqFa3er4+fvUH72Ns9zZ+DVcyGze2AA+qYrLQ7SllyaIBKxojlhW0/E7as9d61RGjJpD16p9A0WfDjbJb/PWrwYzv/ECeW1c4pzGUSUT+2stIOIajuJT4et1fYzxhhjjLkaWWJ3CQmO7s5GVq1torkph58sMejglObY5kLv2JwK7YmyQ4rs8xFviKMgCS8TsSaJuN/N0iQ5nIYhYvoOZTsrHwa8CM6H6yimgfMp7xiIQIlpa25g7dpmujob0h2p+7ABlWA7fDhQ6pcFilReS3AumtMjzfqlGWOMMeZaUx//bO6M+JHr4W8P1FoifP5F2LoSepsr24Yq3cV6ztaeE2q/eTQtxxUEFaEpKzy0ER7cWJvvUEocy3+pvhY44m8+4clFYf6CLJJMrbSGkItNSVtEfbw4OK38lxdCjJhozE/cmGFzZzRvj/pkriV1jTHGGHN1s2jHGGOMMcYYY4wxxhhjrjCW2F0C9W0S8g0ZNm3qYuWaViQTMeLhABF9iaMvcQgKzrOZmDso0ZEuWDsvWZ4kzx4aKfsEr+CVMKDiHeRU8eIA5bREnJaIA5KnkDiySYblazpYt7GDfGMm3IcFFRo+/IhQac+QHrluiWC0oELXqnWNMcYYc62RNPBTPKrKz9yS0N1Si4kK5YTfeUop+Urc5EHA1/e2vWgM5WoxVlpYW41jVUAFwZGfP6dMPPnIhZYJWv9iGudVjiPg32LwGifK7zylTBdDjNjTHPGPt9eqiOtjyMo5Se+TMcYYY8zVyhK7S6AaWBNi6Q3ru9iwsZ1slIATDmuGfeLYJ44iivMR7Qp3RjG3UCYvQuw9R4h4TLPsliwlEUoic2PnJX5PqhpaMahnRoQDmuGAZjipigpEDY7rtnSxbmNH3X0ItPqvq3Zaq3Rp0Lpz1M6nFpgbY4wx5hoXQndJE7BNGcev3guSUSQTWlodHoLPPxcSqZpuP7+nbYipQtK1El/VR1nV1lfhQbWdQzU2W/AJIpNu7OZ9+e6o7/Gri1zLpfq/XxUODIX2EFEGfvVeaMrXLmTuUetaMVgxgDHGGGOuYtZjd8lU+sVCR3cDN9zYw+7dQ5TPTjIKvE4WgBtV2CSh3+5qyrxflDGfY5/LUtKY/ZpFVZhJY9QdUqY9TbIuFVFQ0koQBe/gjDp2a3gPwzgy3rFieRPX39BBV1dT2HFBf936ILzWj23x8NtZXG6MMcYYU88JW5fD/7wjPPx/Xgn/PnYUOprhf7pFEZ3b01YgTXZWBpvVfbk+f4XUgl9qmpochUIMuLDm6iJx2twev5efa/3LfcrfHgi/O6988jbh5p70eItcYi3kXLzfrzHGGGPM1cIinSUmApmM44abl3HTjV1EecHjOKgZDmqGVxCm01A0K44bJebhqMBGnUVEmAX2EPEVbeAr2sDjNHBChZi3L7GrF10i5+qqhBVQJtXxMnkOChwUiIjI5h033tDD9Td2E0XzsrkXOK4xxhhjjLl8H705/Ny3ofbcl3cLXz3Imw8q06T2hftlZFz/8A9uJ5/L4lA++7/ekGZY/UX3ES6S1J0ffqaPHz+i1YS1KNyzKbzXyrXWUtRzzxNYfGmMMcaYq5tV7C6BudUPYVLvyt5Wtt++kiOHRzl3epJRH15/gQyb8NwqJZxCszh2aox3wjdUOCoZvMJhDYHqqM9xQiJupcSNwAqJicSH6oy3qLJvdRleXTWwagKVal2EErDfZ3hBIyYlVOxG4uld1c6td6ykZ3lbfaGuMcYYY4x5m8xvX/Ur71OmisKrfYrH8/kXYLoEP70NcPMb4ybhH4lCcneRmQYX81MfXcejD/WSqKerK5cGe652YYseJsTB4eVKEjhd1YYi80qLv7Jf+W8v197jjl74l++70LGNMcYYY6499jX2Epjfa0xVyWYjtu9Yzq23r6KxWXDO4ZzjJFmelhxn0rYG3ntaBO4k4Sd0hu1+lpzEiESIRIzi2CV5/kob+XPN8TXN8UoSMSSOmEsPzheV+PBT+TNxAk4QcSgRKsopyfKERpxwESKKiNLS0sCtO1dx083Lyea0uhTOGGOMMca8feZXq2Yi4V89ANcv02pP3D/bLfzhSz6EdBUKSAQSIRoG1cLlVewq0NGVpasrl85emHdhc8xN4gqAOuoHnc05t1f++6ue//ZydWYbW5Yp/+YBJXKW1zXGGGOMqbDE7hKrVUJ4li1r5u57VrL5uh4ykiEjGWbE8XKc4buSYUAdEoVEcJPG3C5lPpEp86B6VhGzihiAkk84Q8RTkuMrmuOLNPP/aQMnyVSrbS81UK90YRAFdYK6cK0igsQe0coQjoR+hCfiiH0uj8cRZTNE2QzX3dDJXe/rpau7kVrAbn9qxhhjjDFvl+rQs/qMqkJTFn7rUeHW3vC89zGPveH4lW97zhcqQ9OgOjytfnLtZajGjJWWCIuEmlo9tKs+rp67un0tRhydVUZnlV/7nvCVPRKKBhRuXSn89iPQlK3v1WtDdY0xxhhjrBXDEpN00JmII4pg0+bl3H//NCPDUwCcPT3JWAaeTRpodJ5HkoRuSRARGlGu9wmd0QwbfR6AV8lyQIVJ8cQeRiTDMHA+cax0MZtcAv7SA19Nl9Gp+GrAjkuHs2UclZC8T3N8O4Fd0siU9+CEtSvCkLR7H1jPpk3Lq8PVkPnJXUv0GmOMMcZcvloMJRIaGsz58l7CNk1Zx+feD7+7C54+mQGvHBwU/vnXhJ+/w3PfRmrH0RD/hSpaLrkcdrZU5mvfGMTHZX7sR9eQb4gWbFM/JBfcor1vK0UPL56F//RceG54GnAevHD/RvjsPRA5mXN5P9CqNGOMMcaYq4QldpecR+oSnU3NEbfdsYrh0TIAj3/zEMODBfqkxBPaRNbN8gCe7rTzWOSgx8ODMgvAFhIOqnJAQ6/dURIKZGhyQl4E9bKgpdqbEVFUqQ5JU+9xCOpD4H1OHU8oPCMtjJAgkmN5TxP3vH8jALfc1ktDY/3AtNqHkEpS2xhjjDHGXC53gd8XbhNFwq/eq/xlp+cLux1JokwUld9+xvGto55P3xW2W9vqkcqxLiNm/MhPPsczzw0C8CdfOMXX/+4eLrxSa+G1ehSHMDwNf/QKPHOqVksskuDE8bO3w0e2VqqB666z7ihWLGCMMcaYa5kldpdMJfCsBJ+1IHRZTxP3PbAagJmpWZ78+xOMjAr9GvMdn6OI8n4p0esUVHEClZVom7XMWge3iee0ZjitwjAJK9WzlRgnl79MTbXSsa3S8yxC8cQoJzXLEz7DLs0xJDGRy9LZkeOee1dz34Prqu9HNfTWDRUgtSDfqiuMMcYYY34wCtWBZ8AFW2+JKP/DNsfNPZ7/7RllZCrEn6/2Cb/w1bDPo1scH9/q6W6Sy4rTnn5+ECRU/D69a5D6GPdC11MbmuaYKAp/s0/52kFhNkmor+jtanH82j2wdbnU9W9w1YrdWmszS+oaY4wx5tpmid0lc6HAMwS3K1e1APDgBzeTxMrTT59kbDThnDq+Q55xIh7wRTaLkqeuTQKQA1apZxUlbkWZdUKDOnKaABKSq3ppa+vCcry5QyxUPdMIe8nwhM+yhyxTEiEInR2N3PW+dbz/A5tY0dtWO06l3xqVIN7VgvDLWOZnjDHGGGPmEgjDzyqPL5iQDfHnthWO//rDni/sEb76huI9xEnY4huHlG8fFt6/QfnQFuHm5Zc+fFe01soBBS+hCnfxhG74OTYC3zoCjx2FcgwQLiRy8EM3hP0+ud3TlF9YRVyf1A1FBGIxpTHGGGOuaZbYfcelw8hc+Hfd+lYe/aFNEMGu759iZHiaYc3wlEb0IdxDwg4p0ZMGwZk0eK5URuRFyGvaTiGNdEMSWKqtFS5WxFttvyBQSo85SMSLPsuzkuMIEYmAIPR0t/Hee9fw8KMbWLe+E3eB3PWCXmgWgBtjjDHGLKmmvONTO+HRTcrnX3bs7U+rahUShe8eE757TOltFR7YqLynF27sUSKptdMCal/SewWRdC6DA5nbRRdCuwWA4yPKK33CE8fhxLirm/8QChy2rRQ+9R7P5q7K/rVha/PDxtqwNgsojTHGGGNs/ZIxxhhjjDHGGGOMMcZcYaxi911GRFi7oYMPfHgjTS0R33/yDP1nRplWx15ynCfhMBluoQjAdSR0qxLJ3OVwlaoKlXSoMOlyNcCr4CQ8VurKdyUBjZhV5TxZDqXb79Yc+zTDaFr1m3MRK1a3cs+9a7j3oXWsXn3hal1jjDHGGPPusanL8buPwJ6BEOd9eY/nlXMekQgRoW9S+fJu+NIeaMwIW3sSNrRHrO0MrbpWtzo6G+rbNThUoH/aMzkDpyfhzIRwakzYez5sM1FMK2y9VpeOqSq3rxI+vl3YvgIUV+una4u8jDHGGGMuiSV234VEYO36Th5tzNHW3siz3z/FscNjFGZL9PsMI1rmIA0A3CCe6zRmMwnLJaFZPCjSsk4AACAASURBVJl0SZwS4XzomVsfGEckKA6tzR7Go4xrln6Ew2TZn2Q4LuHPY1CERBSRiKb/n707e47rvPP//n6e042dAAmCu7hLsiVZtmXLy9gzHnus3+Q3mUlykbvUL/WrSkr/g/8E3+UP0E3yS6XmJpVUJZnNpuxZZI8kS7ZlWRslivsOAiB2dPd5nlycbqBBgTJlQiSaeL9UELob3afP6cOz9Ke//X2Gazz5xG6++73DfO2bh5iYGHqwL44kSZLuT4Bn91UXn90HZ6ZqvHwOXv44M7dU3Z5zyVID3rxS8OaVanAzqNotpO5JtVuC/U//150x7PreXzlnMpmdA5Hvn8i8cBxO7orrQ1yTXEmSpM/EYHcrypApmdg7yPd/cIwDjw3x6r9e5p23bnDjxiLNEi62z6iv5pLfBTiQaxym5DFgFy12ERilZCBkCqCWa9AeFC0VfbRSk1YomEqZGQqux8DVsuAsNa5RMBMCZfvkugiB/lqNffsG+dJXD/DdPz3K8SfGGRmu0emN5nhokiRJvaI6fwPIOXByHE6MJ/7nr0Z+fTXx68uR392ocW6m8/F/sdoXt4wlMa19Vav6llhsB7wlOURCrqbf6bF7cjzy5b3w9QOZ5w4ligDk7vPHtfm5c/4kSZJ0dwa7W8GdqWiAkKuRjodG+vjKs4+xb/9OTn5hF2//apL3T1/l1q1Gdd9U50aucYPMBxmGc4sduWBnzIzSx3DODAao53K1FUPZSiwxyhyJpVBwIydmyshiLmiE6qt1IRT0t0/Gx3YOcOKJcZ775iG++tw+9u4foVYEMolAhNXfkiRJ2sqq086187bO+WHIkSLC8wcD3ziUyDkwvZw5MxW5MFtyebZ6zM25gtkmvLJuqoknd2cG+woODWcOjRU8NgZPtAdDGxvo1O/G7pmoWojdMT/Vn+8chk2SJEkbMdjdCsIdIw2nTI6B0A5MixocOjDExK7HefLxPbz79h7ef+cGAOfOTHFzaomllZKVGFhJBZPtFgohQ42SglCdMOd2xW4sILVoUJBzSaCPEEvIkRAzg0XB3r2DHDy5G4CnntzJ088e4LEjwwwO9q9+s64aATmRcwRKQige7OsmSZKkz+QTFbKhHa52WiKEADkQAowPBsYPwTcOdp3jhQQ58r+1H9A5h/1f/qqKaDOhHdh29+EFcnu8h5DaM1G1YVhr7NAdNkuSJOleGOxuEetOfGOndqK7eiHSP5A4/vguDjw2zLNf3QPAmY8m+fjMPFcuzXDj2gIzM8ssLi5T5oII5FijTInqG3Odr9yVEGrUyZShRiTR39/H+PgAe/ePceTIKCeeGOfo0R0A7Ds4xuBgbe0su/07h06FhaGuJElS71jf9mBdxWym/cF9aLdXqELf1XHNVj/YX99Dd920QrsSuGswtM657iercePa027CkkmSJG0nBrs9pTrxHRjo48jxatUdOjLGV7++xM2bC9y8ssiNG/PcmlpmemaJpfmS5ZWSVjPRaDTJZVURkXOmVi/oH+xjZLjOztFBxvcPsHf/MIcO7mDfgVFGR/soik6Cy/oz7c7X59pXDXUlSZJ6w+pp3WroWrXV6q7grXrmVueMoZ3qhnUf8K/vsbtWoHBHS4XugdH45OXux2409JpBryRJ0qcz2O1Z1YlzUcCu8SF2jQ/xxJOZZrNkaalk9vYSiwstlpebNBslzWZJzmtfmYsRhob7GB7pY2RHPztG+xkYqFNs1Cr3zrPqR+Qse/0bEUmSpEdf+MQFuNtAZavnSRueLlVhcAhV64XVwXS7Etk/dJb1aedhnqFJkrQ51rX+1CPHYPcREkKgr69GX1+NsbH+Tw0uO3/rvk+1sT/6G3pnmbuX35B369j4q52SJPWOR/FYNjNTDdz71//tL/j9u9Osq9oNkbG9/zfPPj3K3/8/P2B01EF1JanXPYrHsu2mO/vovm7+sXVsxnbmWdcjqnuD3chGG/N22bDdqW1trgtJUq97ZI5l7dPInDP/5W/P8l/+9mw71IWqYrfT5qsJqeSd38/yv/7vHz2UWZUkba5H5li2jXVnH+YfW9NmrAuD3UdId4gbQr7rBrtWhp/J+ZOP3S5We7q5U5MkSVrTNegZ0G63UKt+QtHunRshdc6hqtvL3CJG315IkrSVdFftmn88ejzzkiRJkiRJkqQeY7D7CAkhsFZ3G9c+iemqyl2r4u0MeJG2XSn+ncu6HauVtzrXiSSp1/X0sSywVrVLda74n//TYf7zfzrMl57ZQUztP8XqTjEmUko89+wE/+P/cPQhzLAk6fPQ08cyfeo3uLV13O86cfC0R8zaZlsFt903rt+oI2vh7gOauS3izo1mO4XavcJ1Iknqdb18LFs/uG6AEBgd7QPglX/+CwASmdg+ydwew+9K0vbTy8cybRwYuk63nvtdJ1bsPrLuZdVW4W61sac/dOdHTlmWD3sWtAHXiySp1/X6sewTg+t2vTHsXIpdUa5vESXp0dPrxzKtKcvS9blFbcZ6Mdjd9jotG7bfP4Vz58497FnQBlwvkqRe1/vHskT3h/7rgt51d+uuBKru7xc8JenR0PvHMnWcO3fO9blFbcZ62X5pntT20ksvrbtur5mtoXu9+DURSVIv6v1jWeSe3ibEO9t8Wb0rSY+K3j+WqeOll14y/9iiNmM7M9jVtnXq1Cl+9KMfcebMGcqy9GD1AHQG8Otc7vxutVqcOXOGH/3oR5w6dWrd/SVJ2ko8lkmSep3Hsu3l1KlT5h8PwadtY5u5nTl4mrad7gFBXn755XUbkh6M7nUQQljdgXlwkaR78/zzzz/sWdj2PJZJW4v7Remz81j2aOtev2D+8TDcbRvrXN8MVuxq29lo4/ETyAfrbju2Ow88kiRtVR7LJEm9zmPZo+1u69D848G52zYGm7edWbF7n7pXkramN998c9317k/z/UTy4drogHLnbW+88caDmh3dB9eTpO3qXo5ld56LaGvaqOLT49vWttE6M5CSPjvflz06utfTnftI84+H584PTgBijJsSsluxK0mSJEl6JHS/Ue7uIypJ0lYQQtiwgvePZbArSZIkSXokpJRWw93Om2dJkh5VBruSJEmSJEmS1GPssattx95AkqRe57FMkjYWQuCHP/whL774IseOHQOgKAp770radjxf3HparRbnz58H4KWXXuLUqVP3PU0rdiVJkiRJPa3Tq/CFF17gxz/+MSdPnqQoCoqiABwsSJL08HSOUbVajZMnT3Ly5El+/OMf88ILL9z3tA12JUmSJEk9rRPcvvjiiw6aJkl66LoH8rzbYGkvvvjifT+PrRgkSZIkSY+EY8eOWZ0rSXroOseiO39367QMuh9W7EqSJEmSHgmd1guSJG0V3dW73TrHrPv5lonBriRJkiRJkiR9Dj6tavfTbr8XBruSJEmSJEmS1GMMdiVJkiRJkiSpxxjsSpIkSZIkSVKPMdiVJEmSJEmSpB5jsCtJkiRJkiRJPcZgV5IkSZIkSZJ6jMGuJEmSJEmSJPUYg11JkiRJkiRJ6jEGu5IkSZIkSZLUYwx2JUmSJEmSJKnHGOxKkiRJkiRJUo8x2JUkSZIkSZKkHmOwK0mSJEmSJEk9xmBXkiRJkiRJknqMwa4kSZIkSZIk9RiDXUmSJEmSJEnqMQa7kiRJkiRJktRjDHYlSZIkSZIkqccY7EqSJEmSJElSjzHYlSRJkiRJkqQeY7ArSZIkSZIkST3GYFeSJEmSJEmSeozBriRJkiRJkiT1GINdSZIkSZIkSeoxBruSJEmSJEmS1GMMdiVJkiRJkiSpxxjsSpIkSZIkSVKPMdiVJEmSJEmSpB5jsCtJkiRJkiRJPcZgV5IkSZIkSZJ6jMGuJEmSJEmSJPUYg11JkiRJkiRJ6jEGu5IkSZIkSZLUYwx2JUmSJEmSJKnHGOxKkiRJkiRJUo8x2JUkSZIkSZKkHmOwK0mSJEmSJEk9xmBXkiRJkiRJknqMwa4kSZIkSZIk9RiDXUmSJEmSJEnqMQa7kiRJkiRJktRjDHYlSZIkSZIkqccY7EqSJEmSJElSjzHYlSRJkiRJkqQeY7ArSZIkSZIkST3GYFeSJEmSJEmSeozBriRJkiRJkiT1GINdSZIkSZIkSeoxBruSJEmSJEmS1GMMdiVJkiRJkiSpxxjsSpIkSZIkSVKPMdiVJEmSJEmSpB5jsCtJkiRJkiRJPcZgV5IkSZIkSZJ6jMGuJEmSJEmSJPUYg11JkiRJkiRJ6jEGu5IkSZIkSZLUYwx2JUmSJEmSJKnHGOxKkiRJkiRJUo8x2JUkSZIkSZKkHmOwK0mSJEmSJEk9xmBXkiRJkiRJknqMwa4kSZIkSZIk9RiDXUmSJEmSJEnqMQa7kiRJkiRJktRjDHYlSZIkSZIkqccY7EqSJEmSJElSjzHYlSRJkiRJkqQeY7ArSZIkSZIkST3GYFeSJEmSJEmSeozBriRJkiRJkiT1GINdSZIkSZIkSeoxBruSJEmSJEmS1GMMdiVJkiRJkiSpxxjsSpIkSZIkSVKPMdiVJEmSJEmSpB5jsCtJkiRJkiRJPcZgV5IkSZIkSZJ6jMGuJEmSJEmSJPUYg11JkiRJkiRJ6jEGu5IkSZIkSZLUYwx2JUmSJEmSJKnHGOxKkiRJkiRJUo8x2JUkSZIkSZKkHmOwK0mSJEmSJEk9xmBXkiRJkiRJknqMwa4kSQIg5/ywZ0GStpScs/tGSZK0ZRnsSpK0zXVCixDC6mXDDEnbWfd+8c59o7YG14UkSVB72DMgSZIerhACUL1J7gQYndskaTvq3i92rrtv3FpcF5IkGexKkqS2zptk3yxLUqV7f+i+UZIkbTW2YpAkaZu7M6zw662StruNQlz3jVuP60SStN0Z7EqStM3d+cbYqjRJ291GgaH7xq3HdSJJ2u4MdiVJEgBlWT7sWZCkLaUsS/eNW5TrRZIkg11JkiRJkiRJ6jkGu5IkCYBz58497FmQpC3l3Llz7hu3KNeLJEkGu5Ikqe2ll176xG0OTCNpO3vppZc+sW90v7g1dK8Xe+1KkrYrg11JkgTAqVOn+NGPfsSZM2dW+0r6ZlnSdnbq1KlP7BvdL37+OuF59+9Wq8WZM2c4c+YMP/rRjzh16tQn7i9J0nZTe9gzID1ozz///MOeBemR9sYbbzzsWdBnlHNeDSpefvnldW+WJd0/94u9p3u/CO4bH4budRBCWBfeGq4/Gnxf1ls8lklbkxW7kiRtcxu9Qc45WwEladu6W3DofvHBuVuoC58M3iVJ2q6CJyf35/nnn8/gp1db2d0+CfaEULo/OWdijHd9k+t+sXdYMSNtjj+0XwT3jb3C/WLvcdva+nxf1hvudizrvu721hvcrnpD977xjTfe+MwrzYpdbVvdBys/4JA+u40qaCRpO3O/KEmfne/LthaPZVJvMdjVtpVSWj2J8JMsSZIkSXrwfF8mSX88B0/TthVC4Ic//CEvvvgix44doygKTyake9RqtTh//jwvvfSSg8k8Avw6nXT/3C8+WtwvSg+O78u2Do9lUu+xYlfbTudrJS+88AI//vGPOXnyJEVRAPagkT5N92BatVqNkydP8uMf/5gXXnjhIc+ZJD087hcl6Y/j+7Ktw2OZ1LsMdrXtdE4SXnzxRUd9l/6A7n5nIYQNe269+OKLD2PWJOmh6D536Owb3S9K0mfn+7KHx2OZ9Ogw2JUkSZIkSZKkHmOPXW1bx44d8ys+0h/Q2Ua6t5U7t5tjx449yFmSpIdqo/2h+0VJ+uP5vuzB81gmPTqs2NW21enfJOne3PmVrY7OtuTX5yRtR+4XJen++L7s4fNYJvUug11J0j3p9NjtXN7o75K03bhflCT1Oo9ln8Gn5NyG4HoYDHYlSZIkSZK0TaV7u1sGQtflroudQeiqK5s7d9KnMdiVJEmSJEnStlLlrwmIpE4ae5dQNgO5q3i5upzIJAJdlc2BtfD3XgNj6T44eJokSZIkSZK2lSp/je3/V6W2OUTImZXlxPzsErPzTQBWFktyzhQ16O8vGNs5xI6xPmq16vGrFbtt1XVrKfX5M9iVJEmSJEnStlNV3EYykbIJt27Mc+78bS6dn+Hy1Xnmbi8CsNIoIdcoioLBwcDO8TqPHdrF4WM7OHx0F2NjA+0pVlW6hrp6UAx2JUmSJEmStO0EIjlnbk8t8fY7k7z1myucPT3DtatzLC42CBRd9wVCIKVEUcuM7BzksceGeebpfXz5a/s4+fgEA4PtmK27H6/0OTLYlSRJkiRJ0raTElw8P8Uvf3GF139xkUuXFygbJSkkIgUpdCpwAynn9uVMSoHbtxa5PbnM+TNznP5wiu989zBf/8YhAMYnBh/aMml7MdiVJEmSJEnStpISnPlwip/+5Cy/+uVFZqaWISSIkbEd/ew/OMqe8WEABkYKYoRmmViYXeHG1UWuX19ieXmZhYUVfvfra0xem2duvgHA9/78KBN7h63c1efOYFeSJEmSJEnbQ4ZM5vy52/zT33/Iq/92gYWFFikkdo0OcPLJ3Xzp2T0cPjnG3j07ABgarBFCoNVqMTu3zPUrS5w+Pcl7b9/i4oUZGsslly/P8ZO/OwNAzPDnLxxj1/jQw1xSbQMGu5IkSZIkSXrk5NzpjQudgc0IkVs3FnnlX87z5quXWFhsEGLg4L4Rvv2dw3zrTw9z9NhOBofq6yeWgAj7Doxy8nF45st7ePqZKf79X87z27euMXt7kRvX5wD4+csfsWOsj+/82VEGB+tV4a6Vu/ocOEyfJEmSJEmSJPUYK3YlSZIkSZLUk3LOhE+Uw1bltetvrmobm82St39zjVd/cZGZ28vkEDh4YAff/8sT/OCHR9g9MbI6vdweMA0SIRZrU4qwa3yIr3+zn90TQ9QHI6//8irzc1WP3csXl3n1F5c5fGQnTzw1AbkECqTNZsWuJEmSJEmSekTVUiHnkpxLQsgb3Ce270P7dyZTjWV27eocv/3dda5dWwBg184B/uS7h/nBX5xgYs+OdT0TQgjtn/WhbM4lAPV6wfHHx/kP//EJvvSVvdRrUK9BK7f48P2b/O4311haaK57/Pq5TffxOkgGu5IkSZIkSeoZVZQVQtEOTO+MttJqpW0Iqf070El2T5+e5ON3p2m1ErVajS8+vYc/+d4xJvYOVqFr3igoXgtgqwrhdlCboVYkTpzczZ/86SEOPjbGwcfGCCkwPVfywfu3uHh5bt2U1tcWG8vp/tiKQZIkSZIkSY+I7hYMsQp0A8zeXgTg3JkZrt2cpSCwc1c/z355L48d3gF0BlrbaJSzTgVwp+1DeyS1UP2t3gdPP7OP956dAuDKlVlajczFC7NcOjvFE4+PE9sZbubOcFf64xnsSpIkSZIk6ZGQc2ZlOdEsWwz016jVCwJw69YKADeuLtFqAqHk8JFRTj65m76B7qi1HdpuoGr7kIF4R2/fxM7xQY6fqALisZ0DTN5YYmZ6gStXFlheajA03FdN43NYZm1fBruSJEmSJEnqeSnBxXMz/OaNq0zfXmZi9yB794+wZ98IF89NAzA1vUiOgSLA3v072LN3kNAV5Gbip4Sva/dbP2BbpChg7/5hAPbs2cHkzQUaDZiaXGRudi3YtWJXm8lgV5IkSZIkST3v5vV5Xv7pBf7152eYn2uwY7SPXbsG2bNviKXFBgDXrswScpOiVmdooKBe7x4YLa0LeT+rsdEq2B0aLqqKXgpuzywzM7PMvgMjwJ2h7t2rg6V7YbArSZIkSZKkLerews+FxSZvvn6Z135xjtszS5Q5MDW9wu2ZZc6emSHEalC0siwJIZBS4v33b/KTfzzLgQOD7N03xsSeAUZ29FOr/XFha19/9bih4T5yzsQAiwst5udW7vIIQ13dH4NdSZIkSZIkbVF3CT9z+3eA1MqcOX2LV395iZs3F8gp0B8T9ZxZzpEmJblVTaeIgQA0myUfvDfJ5Uvz7Nw1zN59/Rw4NMo3vnGIJ5/ZS3/fZw9dR3b0AzA2WqNWi6QSFpcaLC+3/ojllv4wg11JkiRJkiRtbbnrcoAcUnUxR65MLvBv/3qeDz+aIpVQj4mv0OJkaHGbgmvAzXoV1E61Ao0YWQ7QapU0Z5eZu93kwrmSofotFpdK9uwbZv/BHZ95FgcHqz66u/cMMTRYZ36+ZH6uyfStRcoyUxTVwGvSZjHYlSRJkiRJ0paUc64GKgtrLRlyLglUvXEXF5u88/pV3n7zKsvzLUIsOU7mP4YVvkSTpVAwmQKTZfXY60Xkehm5GgM3Q2SuzMyHkkxmuWwyeXmB65Pzf1SwW++rOujunhhhdKyfhflF5maXOH9ukckbC+zdP0Jw5DRtIj8mkCRJkiRJkqQeY8WuJEmSJEmStoScWa1qXa3WBbprE0MoaJVVb4bT793gX/71LDduLJJJDCd4ulhmf2jQIDKUS06GyOOxGsCslSNzReRWDkxS41IMvJ5rfEidMkfml5o0l7r7Pnx2+w+NcPCxnVy+tEguMx99eIPTH4yze8/QHz0wm7QRg11JkiRJkiRtCd2tCkLXlZQSy0stpm4tcvPGEpM3FwB447WrnDszAzmSSBAz58s+/j4W9BEYIjMamoylAQB2hcw4JcdC5vGwwlyIrKTI+QytnGk0miwtrdzTvK4Fz1WbiNzOgw8cGOPk47t49/c3WJhvcvXiLL/+1TWOHt3FkeM7N+NlkgCDXUmSJEmSJG0piZwDEFhabnH96iyXzs9y+eIsl67MMXVjkeuTVbA7d2uJVsqknIjAQo68VdR4K2WKkKmlRH/oY7Q9+tpozuyPJUdzi8MhsTfDEIn+kFkhs7zUYmW5dU9zeWc1cefq4FCNp57dw9tvX+fd302y0mzx+7euMTExwF8OfYE9+4aAOyuSpc/OYFeSJEmSJEkPXAY2ijVzjszPNzl/ZpJ337vFxx/d5sqlGW5en2dlpSQRCakKaksyiRKIdBoohBISmUggUDBHYrI92FoIgXdyjR25xr6cOU7mNolMASGxstJiabFFq5W62iasDdy2No8bhbJp9TlOPj7O81/fx9XLC9yanOPmzQVe+dfL5BT57g+O8tjhHdTr4S6vwB94gaQ2g11JkiRJkiQ9OBly6MosVxNZWFpscu7jSX7z61u8+/ZVLpydZmGxJJVViEsMBFboz9WjhwIMh0R/btIfCmoBmhmaIdDMgQVgkcRy+ymaFDRSZioEpkONs7mkyDUasSQSWVlZYX55hTJ1h2ZxXbab4S6VtmuVu8MjfXz9W0e4fnWRV15pcXtuiWtX5vjZT89wc3KRrz1/gOMndjKxfwSAgf4acV12nCDYj1efzmBXkiRJkiRJD0ymJLQraHPOlFWhK5M3F3jrzSu8+vpVPnjnJkvzK5AjrZApaDEaAwfIHMgl+0IJwO5QMMYKwwRqIVPkRItImQqWAiwGuJ0jU6F6vms0uRwKbhFZpMVKDoQARQqUIVO2aty4ssitG/McODQKtFssdELdz9A+4eDhUf78L0+w0Ej85vUrzM8vMz2zxL+/cp6PPrzBiZMTHDxYBbsTewcZHhlgdKyPxw6PsXPXYPv51vcdlroZ7EqSJEmSJOnz124tEMJaqLvSSHz03g0AfvHKZX73mxvcuDpLs5UoY2CQkoO55GRs8kROHKTkcIiM5CYAg6Gqns05EwgkEiFkcmxBghgjzQxL7XB0sgxcCzXOETmb6nwUYCZnmiFQS5FWq8W7v7vOT3b0890fHAbgyLFx+uu19rzfe8paFIHHn9zN3/x3MDTYx5tvXGPy2iytVuLy5QWuXl5gYLCa3o7hEfqHIjvHRvjWt/fxJ987yvhEP8GqXX0Kg11JkiRJkiR9/tqZaKfqdXmp5Le/usqpl88AcPp3N5hbapCAeoQjOfHl0OJpmhzNsCck+nJJCiWxqCZW5kRst3IoKYntIDSWEQpICeoxU6Tq/qNF4gRNvpLhatHkw1Tj3djHeylxIwZSLrl2Y4Wf/+wcN24uAfDCD0/wxS9PMDTURwpV7957kXOmVoucPLmHkf++n4P7h3jjjSucPTPD4mKDRGSlGgOOleV5mIxczreZnpljcKSfP/neYQYHDHZ1dwa7kiRJkiRJemBCCMzONnjj1Yv85B/PcPb0DADLrZJMZJQWX6Lk27HBs7nFrpgJGQKZFAORQEpV/4YYqgHSMlWv3Byq23MNSIEYMykFYjuLTbmKZYdIPJ4zj8UVngkt3qXOr0l8kGpM02L2dsmbr18GYHp2ib9aOMlz3z7EjuH+OwLqzJ0Dq3UvJ0BRwP4Do/zwrwY48eQe3n33CufOzHL10hzTM4sALC22aDabpFRw9fI8v/y38zx2eAdPPjWx+StAjwyDXUmSJEmSJD0wM9NLvP7vl/inf/iIc2dmaJZVyW2RWxyJmW9R8p3Q4CCZeghVo1kghUDIkOnucxvJVP12U0zV33MmtjJEyLkgxkS7jS+hXS2cgBwSAwSOpMzeuMjjuZ/XQskv6eNyLlhutAD46N0p/m4l0EqZb33nMMMjfZA7we09VO8GiCSGR/r40rO7OfnETm5cm+PSpVmmJ1cAuDW9wIfvTXH6g5s0G5kPT0/y+7eucfjoTgaHjO+0Mf9lSJIkSZIk6YGYn1vhtVcv84//30ecPztNK0F/u8r2iwF+EFb4Wm4yRiYHqr68bSF3T6lTJZval9Pq30MI1WPbf09prX1CDu1K267LmUR/jpykyXgMTOTMqdzPR6nqBbzSLDn70U3+6e+q/r3f+vYRhnb0rXvuu1Xt3jm/OQYGh2ocPbGLo8d20kzVTK8slbz2y/PM3l7i4oU5FuZbnD49xVcvz3LiifHP9Bpr+zDYlSRJkiRJ0ueoCj5XlkvefusaP/vHj7lwdpZWgsGceDY0APjr3OSZ2KJOXh0MrSNkusLazjQ3uvxJIQTyBrd1KoE71b8hw04SfxqWGCXzj9QBeDf0sdyKfHxm6A/RWwAAIABJREFUmp/+w1kGhwb42jf209dXa093o667G4e9gbUew8RAvd0jor4j8uyz+3n/vSmuXZun1YQrF+e5cOk2R0+MURTFpy6jtic7MEuSJEmSJElSj7FiV5IkSZIkSZtutTKVSErw4ZlbvPyTM3x8ZppmKumj5NlY8t9QVew+Q4tIJoQaUFL1YVhrobDZ87buenv6gcAAkedCk752NW2RAr+lRqOVOfPRDD8/dYYdo3WeemYPIYSufr/d7l5LudH9c87s3jvC0RNj7Hitn6mpZSYn57l2ZYFmI1MM/tGLqkeYwa4kSZIkSZI2XXeAeePaHK/+/CLvvzNFq5mohSbPBPibtMDTsWqlEENByJBC2Y5zu1sxRHL49JYL9zWvXTlvkQMxwJdyo31LSTMN8vsClprLvPv2FAf2X2HPniH27N+xGmDnXLaX+97bJuSudhChltm/b5ixPYNMT6+wtNBgdmqBpaUGA4NGePokWzFIkiRJkiTpc1AFsYsLTX79qyu89sZVFudalJQcDfDDtMhTMVMjUCNwi8Svc+D91MdczIQMnWw4h/IulbGboxOw5rBWvdvX/nkmlPywr8HxnCAFFhYWeO1Xl3nzzausLLXaoW4mhGKDUDd1/WwghNWFjARGhuqMjwwDUBaZxeUWK8vlZi+uHhEGu5IkSZIkSfocRHIu+fij27z+i0tMXZulFRL7QuIHYZnnQhWcXiNyjchP8xD/Rx7ib0ONt1sDrMQAqRNdhU+0T9gsOawfQA1YbbEQQqCfzNfLFt8qmuzKJc0cuXV1gTdfvcLH56ZX759z/mSLh1y1oqh+NhjwLVc/mSpcjgM1KKogt5ZqhAQpfT7Lrd5nsCtJkiRJkqT7s5o9ptWwEmBmpsGvf32BD89M0swwQOI5WjyfWgzHBrNEXqWPV+njp7nGB9R4Jw3yXoSVEnJI69okfB42mn5KafUHCoZj4lu5wZdDop5LVsoWH56+xdtvXGNhvmrZsFG/3c71qk1DdwwX239fq0oOIdBaaVE2gJDIIZFDoFb7/CqV1dsMdiVJkiRJknR/VrPHWF1uX//4o0nefesmiwstIHE4NvkGDQ4UmTJH3g8Fr5R1Xinr3CJSJ7MzNDhAQV97eps9cNo9LU4IxBCJIRJCIqbIodDi67HBfhKZkvnZFr///Q3Ofjx1D9MrPrXiuLOIc7Mtbs8tEHIkxsjwSB8Dg32btFR61BjsSpIkSZIkadPNzjZ4751pLl6YpZVgR0g8l1t8kUTOmUkKXisLzobI2RBJZPpD5nlKvpKW6Y+ZqmXB5sdXn9avN4RQ9dpt/0eqKodrOfJUbvIsJXVqNFOTC+dmePedSZYWW3dM5ZM9dTvPWZaZ2zPLXLsyx9Jik6XFJgCNlcT1yzNMTa2QQ2JoqI89ewbo73fgNG3MfxmSJEmSJEnadJcuTPPh+5MsLjYIIXMIeIYWI6Fq1zAfAtO5xkp7wLGCxJO0+DOa7C/S+vYOm+zTqmdzznTHvp0evDlnJkLmS7HJ78uCS6HG7dkmZ07f4sqVWU4+Pt71qLj6HN0hcs6Zyxdu8+ovLnFzcpFnv7wHgOe/9Rg3bizywekp5mZXIEcm9g6xd/8o/f3F2nx9jgPIqfcY7EqSJEmSJGnTtKoCVM6dmeHyhVkSkQFKnspNjq82tA1M5MTTsclU+6bRAH9Bg8dTk2KD/DKHjfvhft66Q+BI4PFc8iQlV6hBLrl4YZbzH9/i2PFdABRFaIewGYg0m01mpposLzUZnxjkg/dv8LNTZ5m6uczU9XmgCn8vXbjNB+9Nk1KiXtQ4fGSMx46MrfZpqKZnsKs1BruSJEmSJEnaNLdnFgE4f3GW6ZkFUkqMh5LjscVoSAQCpMAYLb5XNDmeqorcvtziRICBAgKZTFitlH0YgW6nZPjOKtkJMk/EFr9NNW5R49bNec6dnedrcysA7NzZRwgRCKQEp0/P8vq/nWfq9iKHj+zkyvkZJqcWSKnFhx/NAHB77h1mZ1vcnJynoGB0YoAvPDPBgf3Da3OTQ9c8VaGxtjeDXUmSJEmSJG2KnDM3by4DMHltgZxqFKHJoQhHM5AzZU5cjQXXQx+jJXyJBgADsQaU5AyrzRDKBDE8lAHU7qyO7bRCqMeSx8rAPhI3KWk2C65enmXqZlV9u3N0ghyq+zZWWnz0znV+duosy4tN3h69Ss6R1EykBLOzVQg+e3uZEDMRiH3w1BMTHD8+RquVqPVV01rf0iFgVwYZ7UuSJEmSJElSj7FiV5IkSZIkSfelu/vr5M1ZAG5eXwQyNTKHc9WOIQDXY51/Tn28VtY4VpT8Va7qDp/KK+RctT4IueqpSxEJKT+Eit1P9rON7QYRqSw4EDKHc8np2EdKickbi1xp98s98cQ4oT14Wr2voH9kgOEdNeYWmsxON8hEStL6asuQqkrlEOgnMzkzyy//+RIfvjfFV54/yJGjY8SuB1itKzDYlSRJkiRJ0n2qcsZEq5WZvF61F5ianqMkM0JmD012hAQ5cC4X/CIVXAg1brUKHi+qHrtPxEA9h6qXbMhAhpRJsTNoWgTSg1meELsGTaueN4fq9hBgR2pxIGT6yxZLRR/TM4vcnqxaUDQbgXofNFYyt24tkForDA72E/I8ZW5BrBEzlGFtYLZAjYKSmDLLrZKP353mo/en2DE6QIiZAwdG6B8IdL58XwXgtF8Pv5C/XRnsSpIkSZIkaRNEFpeWmJxaAGB5qeqXOxoSu9tVuM2QuZFgkUjIgVpsUeQqrI1lIIdMzgnCWl/dSCDlRAgPJtQFukJd6ITJ1dhl1e39IbI7JHbkyGLZZGkxMDW5BECz2YRQ8NZvLvPaL69z7cptpicXgEQMfeRc0hczE0VgsB3KToXMdANSDIRWYCkk6qlGWULZymRKoG91jtYqdg11tzODXUmSJEmSJG2K5YWSxdkmAKmdw+4iMpZLCNDMkTkK5mOEnBkhsqsdnMbQrl5d12cgQ3o4rQdyZ37aCXPI6/8+lhOjoeRqqLPcaDE7Xy33wmKTeqPkd29d599+fp5G2araSRBIlAwWkWdjyZ+FBiO0AHin1scruc7NFuTQIoSCoR0Fz3/rEF/+5gH6+/uQ7mSwK0mSJEmSpE2xuNRgaaWsruQItBgJJcMByNDIgbkcSCGQQ2I4ZEbyxtOqgtRO5e6DT3bDH2jsO5QDwzmvztrC4goAS4sNhnYPMzE+zNjOglu3GqSuFhK7a5k/DQ2+01qh3q5W3lfAZK0KdgN1MolarWBkqEY9BlIJRa2rdcO6pNt2DNuVwa4kSZIkSZLuX676yi6vNFdvikB/CvSHUFXshkCTQJkzMUN/bDJAJ6xc7XTQEwZiYqCsgtmQSxqtKmxttWBouI/n/+QQy80Wr/zsHJcvLUBIpJzojwXDIVPPeTWoHQAGilT1F6YkZJifW+H1164R6zVe+K8KDj02ekeg22Gou1255iVJkiRJknT/AqRWSWpR/YRECIG+kKi1w9uSTNmuUiUGYlfb3F4KdQFqOVPPgSIBsR+aJTRLWs1ECLBn7xCHD48xONJPpiTnTBEi11cSv6XGx/0DXKlXP78N/ZxpBAIFOWdCCLQaJTevr/DeO5Ncv7q47rl77KXS58SKXUmSJEmSJG2KVmrRbPeNLXIkpRaESAglIRTUcqIINQoyjVTSLCKtdkoZQrhj0LKtLhJipCRRz5FO/WSOAUhcvjTPa7+8zIULs0QKcmiRU2YxBF5rDXA9NFarlS82ApfKSMqN6vWpRYaG64yNjfDEyXF2T9TXPfNDaDmsLchgV5IkSZIkSZuiVqvTHwYAyCFRBkixRaKPnBv0ERkKDXI5TAiRpdyi0X5sSukurQa2pkRJI5dVlW0oCUUV0hYZco7M3l7i5s0l0kqmLDI0I7GAMmduNBvcpCDndhicEzVaxNBHM5QM9df5ytf28fXnD3H02AQHDo7cdS4qfil/OzLYlSRJkiRJ0n3JVFWkoZ6o9a0NnhZJNHKkwRIE6CcxlGAwJmYTzAPTsQAgUD6s2f+jrBBphkAmkkNkoFaF0vV6IITEwYNjfP2bBxgaLkgtuHZtlsuXZ6vglwg5EEJ7mUMC6mSa1HNBq5XYtWsHz351H+O7hzd49s6AaQa625nBriRJkiRJku5PzhACIwP99A1UbQMyJWWAWQJL9AFNajmxq0j0NxMhFizmGpO5qtltBOh7iIvwWS2FwFIKVaBNSdFXBdSDQ31AZGLvMD/4i2N89Wv7uHZljpf/6WOuXV6AmCAUpJRWY9mQa9T6APpptVqsNDM3b8wzd7vRDnY7QW5H3OA2bTeufUmSJEmSJEnqMVbsSpIkSZIk6b50Bj4bGKgzPFRV7MYIpMhCjiy0SwuLENibEuMxcSvUWCRxharSdYrI/tWesVvffIZFIAeIMbJjtOotPDBYxW0xwO49Q+zeM0SrmYFIjJGilhkb66fZSsxML1UTi5kDh8Y4dnyMudkGt+dbHH98F6M7+9vPtlFtpvWa253BriRJkiRJku5bCIHhkUF2jldhZK0Waa5k5gjcyqFqwktgX0gcSIEPA7TInMtVEHyJBgdI5NXx0zrtBh6GCKs9f4vV+cgBQo4kSm7nyCyRSGBgoMaune1gt92Kgq5x4EZ39nHk2Di3JlfYPdHPV5/bx8cfz/DqLy4A0GoGDh/ZyX/9N08CMDff4NCRHYztHHoAy6peZbArSZIkSZKkTdE3EJloD/Y1OjbM8s0FZnNgkkCDqofuBIHjRYPfpMjtkLiWq8rT07ngC0XJaAZyJlFWZa8pE2MkpUQI4a7PvbkSIcTVy6R2ZW6K5JBYJnKTwGKOhJgZHRtk1+6qQ3Ct/slK2r17R/j+XxzmxJOjTOwa4MjxnRx6b5JmIwMwN9vgS8/u5bGjo4zsqILxzoB00t0Y7EqSJEmSJGlTFBH27KmC3YmJIW7dXGQpRK5SY4oV9gP9lDyeaxyixRz9LLarYX8f+ngmZb7MCgAhFIRckkNBzokYIznnB7Ysa88VyTGtVurGEJjOkUvUWApQz5HdE/2Mj1fVtXFdrlsNcFarRY49Psbxk6MQqtYTT39p32pF7sLCMocOjTI8sjZ8nKGu/hCDXUmSJEmSJG2KTGLPoR0A7Dswwgfv36CRExeIXCGwv12HerRo8ExZ53xOLLcf+3Eq+FUoOFQUTGQIlCQKYq7aMzzIUBdYrQ7OORFzJpOqAuKUuBj6uJILoCDFwN59Y+w9MLrBVGJ7iROBuC6tHRqu8/iTu9Y9X0rwwIqS1fPssixJkiRJkqRNEYhM7BpkYtcgBw8PMTzURz0V3CRyIffRCAGIjJWBL4cVjua1HrqLoeRNCt4oCxZpkkONSNnVc/fByjmvhskpBEKGTGCFggspcqOAXLQYHY4cPjzM+K4BxncNtB+8Np1q9jvVxt09g6vWEp2fnEtiXAuwH3SQrd5jsCtJkiRJkqT70h1C9g/U6B+oceLEOPsf20GoFUwleI+Cq2UkkCEmTtLiGzTYSWIniUzkeqjzL/TzNoM0U0nKELZAvhlzJoUIZC6GgvdCP4tlpF7W2PvYTo4c30n/YI3+wVr1WnwijO6U4sauzDeuC49DKMg5r1YKP7h+wupVBruSJEmSJEm6L1UImdqXq59jR8c5dnyMelENgvZhrvFOiKyQialgLMM3ixZfoclXaNIfAq2U+IiCf8x1fhfqNEJ4aBW7a5W0mRQCMSeWQuC9XON8zuQAxUDkicfHOXJ85x2vRSWv/o4E1gZEy3c8x9pjs5W6umcGu5IkSZIkSdoEVcyUc/Wzc2KAL3xxD7v2jFLLBdNE3qLOpdxHDlXf3EM0+X5o8P3Q4OmUqcc6DQLv5jr/b+rnV7nOLA++ejXktVYMod2GIUW4lCO/y3VuEamlyL69Qzz5hZ2rA6dVL0DXdNb9Tndc30i0Ulf3zMHTJEmSJEmStGk6uWStFvnC07t56ovj3Jqcp7ESeT/X+HUo2UdgmEw9RL5IC4AfFosspn4+CnWWc+ZtCubyANdDwfO5wSEStU+JRD+rHDJhw3LgSA7dvXCrpHYuF7xJP+8HKHJBvT/wxS/s4ckvTlAUXdO56yxaX6nN5b8oSZIkSZIk3Zf17QMSnbYM+w/s4Nmv7Wf/vh3UQmQ6B17PNT7INRJVRexwiAyHyPO0+OvY4AlaFCGQCHyYI3+X+vg/8yD/kvu4nOu0COSQyffZfLcT6t5ZIZtzSc6JKtCtmic0CLybarxeFszlOoTEgYMjfPUb+9mzdxSbJ+hhsGJXkiRJkiRJ92V9ONppyZCp1wue/fJezn54m+mp05QLkfO5zisBJnLmSGiRUhUCj8TIN3NJf17in3Kd92PBMn1Mk/hlqPFRKniCkhNEDqcmAEcL2JlL6iH+8b1pywSxABLEALkKfXOnHjKUXKCPn+eCc7EgkBkZGeCrzx/kqaf3Uu/rdM7tVPlaR6kHw39pkiRJkiRJktRjrNiVJEmSJEnSpulUzlZVvIndu4f59nf3c+H8NO+8dZMlSt5s1dhRK/nrnNhbVPfPKTOUW3wtwHgB/1wG3qLFNSKNVHKJgquh4K0cmaAPgKdyyQ9Y4WQuV5/zXip3Q4Yc2r9jNZ8hBGitVe9GqmleIfDzVsE7sZ9EoKjXeOILu/jWdw4wPjHIWrWu9ZN6sAx2JUmSJEmStGk6bRlyzoQQKQo4cXIv3/veAlO35rl8cY6ZGvx7OcBgTLxQVgHqRCgJITBI5slUsqtY4njq5zfUeS8H5kKilWAq1LjVfq7rZWR/bHEilpDuvRVD1V63GiQtZCC2A+FapDNY2tVchcc/KeGXYZD5VLVqOLxviD/986OcOLG3WtYMhMgnWzEY9urzZbArSZIkSZKkTVQFnGE17IwMDRc8942D3Jpu8tN/OM2tm4tcDQ1+noeox2UA/pzEBJlMoIiwJ8EPwjKPU/J+zryX+zgXCqYpWWxHWkMx0B8COQViuMvs3EUImdyu3M0pEQnklAkhcCVHft7OiX8RRpiiJIQ+9u4Z4rvfP85XnjvAwGD7CUNnmddC3E6oLX2eDHYlSZIkSZK0CTrhZneguXZ5954h/uzPD7E0v8y//PM5pqYD13KLU6mqjF0h8/3Q4EDMkDMxQD3AydzkcITnQuJirnExB2612yTsz+n/Z+8+1+M4r7XP/9dT1d3IiQgEwRwkK1CWZNmyLTnIkr3Du+eaD3MMOgcdgs9BX+YYZmbv19umrG1bkpUclCiJJMRMgsixAXRXPWs+VDcCCSoyAMT9uy4SDXRX1VOdqvvu1evhMTKCffOJ09yNZhsFswQnkuFc9BKvx5S3GhW7k5aRhBK9PWWee36En71wkD0DbUV4S6OlA5srdjdPJidydyjYFRERERERERGRO+DLKlSL0Hfvvg5e+Jdj5JnzxhsXmZ3JuebFcqeoMEfCL+Iqx8yp0GiTAJSBfR7ZR40ncVYa5bktHih7DlijZ67TKKH9UkWP3WZlseEeWcL4mJTXY4mPKLFoSXE+Rm9PK8/+9CC//M1Rhoa71pajsbViq8V+FNW6zRYNX//aE/mmFOyKiIiIiIiIiMhdVoSeIQQOHurk1/9+FBJ46y+XmJ5aAmDKU/7sCdcxniPnCasxQE6KbZoUrWJGpRH4mhWtG4BGCGxrk6J9Gbf1nzV3Jkh4L5b4q5U5R0JuRaALMNDfxU+e38+Lvz7MwUO9hC3y64357Vq1rkJducsU7IqIiIiIiIiIyD1jZhw43MNv/u0IbR0Jf/nTFQDGrsyw5IGPKXODnLOkfJ9VTpDT707SCGzNNwSzjbDXDUKEiGMY0Y1gxWnnppTXcvCEFXduUOIMxode5hNPmWkEw+WQMDTSCcBzz+/n+V8dZGRk61BX5H5RsCsiIiIiIiIiIveUGRw41MuvW8t0dbcC8Ne/XOKLs7NUV2qMxZRpr/MZLTxskROecYycQctpt0jabKPgASchxKK1QrNINiHHCfha39vinIgz5yXGMM5S4nSect5SJszIzTFLaGtPeejEHp77+QEAnv7RCP39bffy6hH5WhTsioiIiIiIiIjIveXg5PQPtvLLFw4DMLy/jbf/fJVPPhhnfLxKPYfLEa57zocGw55ygJz9QC8ZAL0YXeS0mJMAqadgkZiUyWKdzBKmozNL0S/3RjCu5wnnSRkjYdaM3CAxo5KmDA218viTwzz3/CGOnOgDoKM9pdkjWG1zZTtRsCsiIiIiIiIiInffxlTUwLwIW9s6ygB8/+R+hvb2cOzhXj56b5LPzlxnaqoGscS4p4zjfO7Q7hmdjWV7gtNFmXZ3Wg1KnmMYeRZZposFIsuWMO5F5e5sHqh6Qs2KCc7MEio43T0tHD3Rx1M/GuHJp4YY3NtBmlhj2LExMVpcmyBNZDtQsCsiIiIiIiIiInefFT1xzQyi48GwDWFpksLIcBv9vcd56PgApz8a4LNPxrkwOs3E9DLLqzmrwViNCZO2HmmZQ0pOghXr8kgMCcSMGgnuOUYRHlvIwQMWnNYkYXCwlX3H9vDIQz08enKY/QfbaW2tsLEtr3kAi7gHIMcsuZfXmsht6WMGERERERERERERkR1GFbsiIiIiIiIiInJPmDV6MQRrdGW4ueYwUGmJHDney/D+dk4+OcDouUm+GF3k2pVZxseWmJ1doVpdASD3hAB4SMljJIZiHe45WEoJJ7eU0JhErVIp09fXwuDebg4e7OLoiT4OHepkaF83ra3pplYRTW40qopVrSvbi4JdERERERERERHZRoqwt6WlzMEjKSMHu3nyB8tMTCwxca3K+PgiU9NFsDszu8zyYs7Kak5Wj9RqdTyPuDtpKaHSWqajvURPVysAfXtbGNzbzsi+ToaGu+jqKpMkxi2zom34fS3rVagr24yCXRERuSvci6ZUa5/Ii4iIiIiIfGOBJIHevjZ6+9o48ZBTr+csL+cAzM8tU13KWFmpU6/l1Os57oa7EwK0tZdp7yjT0VkBoLOrQktLieTmQuGb37bobYzsAAp2RUTkjmpOhtAMdJu/r02SICIiIiK7SvMDf5E7wcwol1PK5SLS6u6u3Pa9xu3eixT3Sb03kZ1Pk6eJiMgdtTHQVagrIiIiInodKHfTxvccN7vdexHdJ+VBoWBXRETuio1Vu3rhJCIiIiIid8LNAa6ZbxnerreGczYuogpyeZAo2BURkTvqdl+BEhEREZHdq/ltLpHvyszYfE8K6+9BGmesB72xcX7c9I1CkQeFeuyKiMgddbuvQImIiIjI7qXXg3Inbb43FeHtxjPW72+B9XD3Hg1O5B5Sxa6IiNwVeZ6T5/n9HoaIiIiI3Gd6TSh311dFW0W4u141Hu/BmETuDQW7IiJyV1y4cIELFy7c72GIiIiIyH2m14Ry/4UNc4AoCpMHh+7NIiJyV7z66qu8+uqrm/6mvmoiIiIiu8/NrwnVlkFE5M5QsCsiInfFqVOnOHXqFK+88gqjo6Pkea4X8SIiIiIPoOaH9xt/ZlnG6Ogor7zyCqdOndry8iIi8t0o2BURERERERERERHZYdL7PQAREXmwuPumytzXXnvtlioNEflu3n///fs9BJEH2jPPPHO/hyCy42x8DWhma1W5+saWiMjdo4pdERG5o2734l1fuRMRERF5cG0V6sKtH/qLiMido4pdEdl2blclowq17WvjbXPz7adqDRER2Qm2ev2hY5jIN7fVh/lb/U2v7XeWjc+Dek7cGVRYszN819tJFbsiIiIiIiJbCCEQQrhlYigRERGR7UAVuyIiIiIiIluIMQJFwBtjVJWaiIiIbCsKdkVE5I7S1+pERORB0QxyX3zxRV5++WUOHz5MkiTqGSoiIiLbgoJdERERERGRDZrB7UsvvQTAb3/7203nK9QVERGR7UDBroiIiIiIyAbN4Pbll18GNImaiIiIbE8KdkVERERERLZw+PBhQIGuiIiIbE8KdkVERERERLaQJMn9HoKIiIjIbYX7PQARERERERERERGRO8ob/253tn/JmTuEgl0RERERERERERGRHUbBroiIiIiIiIiIiOwQ8asv4oA1/jV/33DS3Yse+ju8aFfBroiIiIiIiIiIiGxb610VIhCIzUR2i2DWAb9p3tPi94gTi7y3OTHq2uW+Rli8DWnyNBEREREREREREdm21nPa0Pi/iHrdArizuhJZnF9mfrHOajXH3UkaqWelktDd00Znd5k0LZZfq9hdO70za18V7IqIiIiIiIiIiMi2V1TcBpxAXoep8UUuXJzjysVZrl5fZGGuymotB09JkgSA1lajp6/E/pFeDhzu5MChXrq7WxprjDs21AUFuyIiIiIiIiIiIrIDGAF3Z256mY8+meSDf1zj/JlZxq4vUK3WMJLG5YBGRW6MkSR1Onpa2b+/ncceHeKJp4c4dryfltZ0vR/vDqRgV0RERERERERERLa9GOHyxWneevMa7755mStXl8hrOdEigYRoETMj+nrzXTMnRmNuqsrc5AoXRxc4c3aanz53gB/8cIS+/tb7uEffjYJdERERERERERER2bZiY26z0bPT/OH353nvrcvMTq+ARQiB7s4Ke/d1MdDXTktHQghQz4uFluZXGb9e5caNZVZWVlhaWuXDv48xObbIwmKNn//iEP2D7esTse2g6l0FuyIiIiIiIiIiIrL9ODjOxQtzAPz3f53l7b9cYmkpI1qkt6uFYw/t4fGTAxw41s3gQCdtrSlmRpZlAMwvrHDj2jJnzkzy6UdTXL40S20l5+rVBX7/n6MEh1+8dJjevrb7uaffioJdERERERERERERue/cm/1xASJYYGq8yht/ugjA396+wlK1hgVj31AHP/7pAZ59/gCHDvfQ2lZaX1EEGnOiDQ13cew4PPbEAI8+Ns1f/3SRf34wxvxclfEbC7z+2jk6u8v89GeHAGhtLRVtd3dA5a6CXREREREREREREbnr3B3bMjEtktjjTw5XAAAgAElEQVTNZwXq9ZyP/jHG229eBmB2bgU3Y99wJ7/8zVFeePEge/o71tbp7kDEQrJp7SFAb18bP/hRhT39bZRaA+++dZ3FhRpXL6/w9ptXOXCwB4ATj/SD58DmdWxHCnZFRERERERERETkLilCW/e8EcBuFewW5bXuRaWsN06MXV/gnx/eYGxsae2SvT0t/OS5A7zwq6P0D7TiG9ZSrP/WQLbYdkKplHDkeB+//tcTVJdy/vb2FVbzjLOfTfDhP8YA2H+wm7b29epf3zTiDaXA28D2GYmIiIiIiIiIiIg8YIr40Sxh6ygyNiptwSw2fho4nDkzyRenZ8iySJZF0jTle48O8JOfH6Z/sBHqut+yvo2KKuFG2OuQJpGjx/bwk+dH2Le/G4vGzELO559N8flnU1y+urBp+c0x9PaKUrfXaERERERERERERETkKynYFRERERERERERkfskbOi7G2j2Vpifq3JhdJaxiXkSjASjp7fCyScG2X+gEyiqaW/t2dts6+Abevo2qnitOL9UNh59bIhHTg5SrgRSdy5fmufypXmunJ8mbij6vbkeeDtRsCsiIiIiIiIiIiL3hbuzspyzsLhKvZ7jjZx2amqV8evLZHVwcpycAwe7OPbQHsotG8PcuOV6zRwzZ73Hr29apqevlSNHO+nuacGB2ZklZmeWuHZtiZXl2vp67vD+3kmaPE1ERERERERERETuuRjh8oVZ/vH+dWbmVujf08rg3g4Ghjq4fGGG6ZkqHoykka4O7u1kYLAV21Cr6oTbhK+b61k3V/YGkgQG97YzMNDJ5MQStUaWOz1ZZWG+Rlt7ubH+7RvuKtgVERERERERERGRe27ixiKv/eESf359lMWFGp1dZXp7WxkYamO5WmPs2jzmdZK0BEBbS0KplGxYQ9wU8n5T3V3ttLUnRcsGivXOza4wO7vC0HAHcHOoW1T/bhcKdkVEREREREREROQO+erwc6laB+Bv717lnTcvMDe7TO7G9Mwqc7MrnB+dxYKT5zlmRmw0vf3sswl+/7vzDA+3MjjUTf9ACx2dFdL024Wt5Uqgrb2MuxMaCW51KWNxYfU2S2yfUBcU7IqIiIiIiIiIiMgdc5vws9HTIGbO6JkpAN5+6woTE0t4NCohUnJnxQN1cjwLJMEwoF7PAfj800muXlmkp7edwaEKwyNd/PCHIzz02CCV8jcPXTs6K3R3paRpIBaboLpcY2Ul+xb7fe8p2BUREREREREREZE7a+NcZQZuEfPAtckl/vLniwCcPTdNzKEUIt8n45hlzJEwBkyUAtOZUQuBlUY1bZbl1OdXWJirc+lCTltpiupyzsBQO3v3dX7jIba2ltkz0EZba4nFxSLZXVyoMzNVJc+dJHG2W5XuRgp2RURERERERERE5I5w92KiMltvyeCeYyRUq3U+efc6H/3tOgArixkWco7g/Kut8jh1li1hMhqTeeBGEriRB643+iRMWGAhdxYtx3FW8jqTV5e4Mbn4rYLdUtnY099BV3eFpcUqAAvzy1y8UGVyfInBvR3Ydp05DQW7IiIiIiIiIiIi8i24syn4XAt1gY2VrmYJWe6c+XScP/35POPjRYjqRNojPJqssNdq1Ai0ec4xCxwPq2QeWEgCU16sc5KUK8F411POUiL3wOJynfryxvLgb2bvSAf79vdw9UpjTLlz7uw4Zz7vY89A27fu33svKNgVERERERERERGRb+zmalbb8IcYIyvLGdNTVSbGl5mcWOL9d65zYXQWvAhLIxGCczEv818hoYzRhtNldbpjC73m9JFz2Irg9ritsmCB1Ri46JC5U6vVWV6+3WRnm60Hz0U1sTsMD3dz7Hgvpz8eB2Bpsc71y/P8/b0xDh3q5eCRnu98Pd0tCnZFRERERERERETkW4oAuBtgLK9k3Lg+z5WL81y9PM+VawtMj1e5MbnEwtQyWXSiF8sEYMkDHyQpH0QnMSeNkYqV6cLpcmdvyDnkxWRmBywy6NBGpGLOKs7Kcsbq15zs7OZqYjNobUt55OQAH310A4DTH06yWs/4+IMx+vtb+E3bwwwMtTX20TeF1/fb9q0lFhEREREREREREZEtqWJXREREREREREREvpIDN9ereqOtwuJinYujk5z+dIovzs1x7cosEzcWWV3NiQQsOjlOJGdtUrXGOiyHiBMwjIQFIpMkmBmfeEqnFxHmkDtHcOaIOAlYZHU1Y7makWWx0Q93fdK2zePcqto2YmYcO97HMz8YAuD61SWmJheYmFjijT9fxWPguRcOsf9AJ6WSbXENfMUVdBcp2BUREREREREREZHbc3DbkFk2Aszlap0LX0wC8I+/T3H6o+tcOj/DUjUn5pDjEAxjlYobbQbtFql4HYCKJaQGdYe6GXU3loAqkRWgTkItOtONQHbGUs57TuIptZATCKyurrK4skoem0FnuCXbdbhNC4WAGbR3lPnBswcBuHG9yhtvZMwtLDN2bYE//mGUickqTz8zzJGjPfTv7aClkhJuyY4j2L1tjqBgV0RERERERERERG7LyTGS4rQ7eYTJiSU++Ns13n73OgCffzLB8uIqeCAzJyGjKxjDOMOeM2Q5eyyhm1XaGxFxak7ikYxAHhOWDaoGcx6YtoQx6ly1hKlGSlslY9UNM0iikZuTZynj16pMjS8yPNJVTOi2MdT9mn1x9x3oAuAXvznKUi3yj3evsbi4wszsMn994yLnzo5z9Fg/+/Z10D/YSntHCwBd3WX2H+imp7e1sb1bJ5W7WxTsioiIiIiIiIiIyK0alblm66Huai1y7tNx3nzjKh/+Y5zx6/MA1LNIHoxWcvZ5zrFQ54RH9pFzwAIdXqfVispZ96IJg2FEImaOhwwihBCoOywbTObGmKVcaCS152OJcwaz7tTNSGMgyzJOf3iD33dWeO6FAxw83EellK6VF3/dyc6SpLjc8Yf28B//J7S1lvnb+2NMjs2TZZGrV5e4fnWJllajs72DSlsxpp7uDp798RA/+fkh+vor2D2s2lWwKyIiIiIiIiIiIrdqZKLNqteV5Zx/vnedU6+NcubDcRaWa8TGRUsBDnrkCct4lDqHHAYsUvacaDkhMXKPBF9ffU5OaAShIQ+QQIxQCk4Sja4kcpQ6328scz2pczamnA5lPo2R8WBEzxkbX+X1P15gfGKZl148yvee6KetrQxAtKJ371dphs1pGjh2bICO/6vCvr1tvP/+Nc6PzlKt1ogEVpdgdWURJotxX/U5ZmYXaO2o8JOfH6C1RcGuiIiIiIiIiIiIbANmxvx8jfffvszvfzfK+TOzrGQ5TqCLDIDHyflxqHHSM3qDYw6GE4MRMGKMBCsmR3NyABJPcSuiYU+BaITgxGgEg+hFJNvWiI+Pu7M/rPKYZZymxN+JfB5TZsiYn8v527tXmZlf5t+WjvHUj0cA6Gyv3BRQO1tNrraxsjdJYO9wFy/+WwtHHxrg9OlrXBid5/qVBWZmqyxXM+r1ok9wjAnXry7y1l8usv9AJw890n8XboGtKdgVERERERERERGR25qdWebdv17hv//3OS6MzlLPncQzDgbn2UZI+1OrsQ+nZFY0mgWiGebgNPvchrVQFyCGWJzvTsgcArgnhBCJgDUqhZtVwW6RFoyD0RkMVY57hXcs5y3KXPWElVrGudPT/OeqkcViDM/+9ADtHWXwZnj7NVozGAQi7R1lHj+5h2MnehgfW+DKlXlmJleZmlni7KfTAJz5fIJ6zTl7ZpKPPxjjwKEeWtvuTeSqYFdERERERERERES2tLiwyjtvX+V3/985Lp6fIYtQscj3DF6wVZ72onK1G8eNoi9vg/nGNQUgbvi5fr6ZFcsCEImxaJ/g1qiybZzT/N2JVDxwjDp9weh355RXOBcTVus5589N8N//2diGOc/++CBtneWbtv9VLROK8z0YrW0ph472cuhwD/XorC7nvPPWRQDm55a5fGmBpcWMM2emefLqPEdP9H2j6/jbUrArIiIiIiIiIiIiDc362MDqSs5HH4zxx999waXz82QRWj1y0mr8L6/zWMgoNZLcIoBdr4Y1Z0NYu3G9ka9iZhvz4fU2Cc1J1xq/m0MPkedtmS6c31HitJVZyQJfjM4A8If/fZ7Wthae/uFeyuW0sd6bu+7ePug11nsME4xSMEqdgZMn9wLw2afTjI0tktXh2uVFLl2Z49DRbpIk+cr9/K4U7IqIiIiIiIiIiOxya+FlI+CMEc6OTvHa70f5YnSGeswpk3My5Pwf1HiMjIBj1owXc4py3SIy9a/R8eCbjO2WvzXWbxgtBJ6yOuVgJNH4Jym1rFhm9Nwsr58apbOrxCOPDWBmm/rpFr68evfmy7s7ewY7ADh0tJvOdypMT68wObnI2LUl6jUnaf12+/pNKNgVERERERERERHZ5W4OL8fHFnj79ct89sk0WT2SWp3HDP4jLvFoiARLMIdoRc9c2/A/gHlYmxjtrox3Q9abeDHZ2uNeA3LqsZWPGwWzy/UVTn80zfDeawwMtDGwt3MtxHbPMftmlbXNZS0tBrB3qJ3ugVZmZlZZXqoxP73E8nKNlta7H7t+VTMJEREREREREREREdlmVLErIiIiIiIiIiKy6xV9ZqtLxWRof3/vGu+8f53qQkZuOccMXoxVHglOijFJ5JIntHoZgP3JKl25QSha4brlmIUt2yjcCWtVtxsKjcvAY5azUK6xlFUAOOcJS0tLvPPeVYb2t/PCr1ppaU0by29VrbuxyniLmthGZXOzS29HW4m+jnYuMEueONWVjNWV/M7s5FdQsCsiIiIiIiIiIrLrBdxzvjg3B8C7b15hemyezGDIIi/YCk9ZEZ6OEXjdW3jfE9pDEWL+a2Y8k9SoRAOLgN29UNdYm6it2ZKh2Uqi4pEf5Bk3kiKUncpg2ktMXV/ib29f49DRXh59ZKDRisG36J+7sQfvxknVGqebk8I19i20pJAU10EaUyxCjHdnv2+mYFdERERERERERGS3WZvnLIIHMJidrfH3v18C4OzoJHWHFiJPkfFMzGgPGfNe4m3K/MFTxkmoxKJi91BY5GQO5RAxv7OTp93MtshNYywqbc0S2kPkWa8BcMUS3vSc1dw5e2aKj94f49CBbto7yltMorYeEN/afzc0zm9cdY3LZasZeQ2wiOO4GWl6F3f+lhGJiIiIiIiIiIjI7rGWPYa101+cm+T0BxOc/mCC6lIGRA6EOj+kxnDi5B74zBLeyEtMESjh9FiNHqsxTEK5sb67GerednfMCBYwi4QYGLGMEcv4Qaixl4iTszif8fHH45z/YvprrC+5bcXxxt1bmM+YW1jCPBBCoL2jTEtr+Q7t1ZdTxa6IiIiIiIiIiMguNz9f49NPZrh8aR6ALEJXiDzlGd8j4u5MkvBOnnDeAhGn1eAZijYE348rVIJT1LMGNveq/W7Wq2hvE7SaEXFwxyK4RVIv6lkf8TonKXGDFuqxzqULs5z+ZJJjx/tpbWtGoxtbLty63Tx3FhdWWa7W6e5pobWtRG212L8bV2eZnl7FLdLeVmFgoIVK5d5Ergp2RUREREREREREdrkrl2Y4+9kk1WrRwsDMGQEeI6PDIjgsmjHjKauWkBB5iIyfUUy2tjcpLlO4c6Eu3D7Q3Xh+s4rWjbX+uQD95jwe6nycJ1yxlLn5OqNnprh2bZ5jx/saS22e5G1jiwZ35+qlOd5+8woTk1VOPjHAM8/uZ3y8CsDnZ6ZZmF8FD/QPtjG4t4tKJVkf1xbtHu4UBbsiIiIiIiIiIiK7WFaHC6OzXL00T2xUrraQ84jXObLW0Nbo98ijoc60Q5fBr6hxPBbBbrJFfum2dT/cu+nmEDhgHPech8i5Rgqec/nSPBe/mOLwkV6SpDmJmq8tUa/XmZ2us7Jcp6+/lc8/G+ePp84zPbHC9I1FzIwrl4pJ5j7/dIYYI6Uk5cDBbvYf7F7r1VCsU8GuiIiIiIiIiIiI3AVzs1UuXp5nZnZpbRKyPss5EjK6LGIYRKObjJ8ndY7ESNkzjhq0NOYXMxzH1qpl73WgW9i6QrYf50TI+GdMmSJlamKRC+cXeXphlZ6eMmaBZgAbI5w5M8+7f7nI9FyVAwd7uHZxlsnpJWLMOHtulrmFT5ifzwCYmFwkIaGrv4WHH+tneG/7+mjcGmNqtqe4sxTsioiIiIiIiIiI7FLuzsTECpNjS3hMSayowB0JcMgBd3KPXA8JN6xMVw6PU6MlpEBOs0B2rRlCHiHYfZlAbWN1bLNy18wohZz9uTFEZIKcej3h+tV5picW6enqx209EK6tZpz75AZ/PHWelWqdj7qu4x6I9UiMMD9fZX5uBQvF+gMQyvDIiX6OHOkmyyJpuVjfem9g4250ZLjzUbGIiIiIiIiIiIhsaxsLaicn5pm4UQWctPHvgEf6LMcMxpMS/+Mt/N9ZK/+PlfmCCu4ZMW7oS9s8mYT7Vq27UcAIFBWzMU8YNucAOeWQEGNkcrzKtRuLEOJalbG7UyonVDpaaO9MqTvMz9SYn62RxQ19gy2uXT4CKc7k7Dxv/c8Vfv9fo1y8MM+mi9+lkFsVuyIiIiIiIiIiIrtMo/EAWeZM3qgyPbNAjtPRCEgHqNNpEdy44AlvxoRLljKVJRxPIieCUXJrtBugkew6RCeGZtAbuNMTqd12f6w5AVqxzbVhWcAMOmPGsDmVPGM5KTMzW2VucoV6zSiVobZa7PfU1BIxW6W1tYL5IrlnEFKCQ27NidpSEnIAQnRWspwvTs9w7rNpOrtasOAMD3dQaTGKidma4W7zurgztbYKdkVERERERERERHalQHV5mcnpJVaWi7YKXVaEj3vMMIe6OeMRqgTMjTRkJB4JueHmuDfCSltvvxAwokfM7k2oCxsnTSu2udYKovH3igX2WKTTA9W8znLVmJ5cpl6vgyV88I+rALzz1g3Grs0xM7kERIKVcc8pB6c/MVoJTJszU2tsLRiWGcsWKcWUPIc8c5wcKAMbK3bvbPMEtWIQERERERERERER2WFUsSsiIiIiIiIiIrJLrSzlVOfraz1hext1oN2eg0HdAwskLIYA7nQQ6CUSbH1yss0c4t3rK/tl3BxrlOpu1ee32yNdlnPdSqzUMuYX6yxV65RqOR9+cAOAv7x+kVqeYdFxjEhOaxI4GXJ+ZjU6yPgkLfOGlwCYyMAtwyyhrTPhmWdHeOJHw1Qq5bu+vwp2RUREREREREREdqnqco3l1Rw8ABkdVvSObS/mHaPmxoIb0Qy3SLs5HbeZHK0IU5stGe59smv+5dtsc6PdfW1oS9VVlqs12va009/XDkB3T8LUVI24oTfwntR53mr8NFul5JGhBCbT9WDXKOFE0jShoy2lFIyYQ5I2evLeknJH7kQjBQW7IiIiIiIiIiIiu5EXk4atrNaBImqsxCKErJgVFbtm1DFyd4JDJdRpwTFba1+7Y7SESEteBLbmObXMyDJoay/zzE9GAFipZ7zxxwtcvbIEFokeqYSEdnNK7rg7LUBL0ujl6wbkmMPiwirvvjNGKKW89C8JI/u7tgh1QZOniYiIiIiIiIiIyLdnELOcmEG0iGGUG5WqKUVqm+PkzQnSghEaxaY7LdQFSN0puZE4kFSgnpPVI2YwMNgGwIED3bR2VHDmwSGxwI3VyD9bUvZUjEoe+dTKjNYaLR9IiJ4RQiCr5UzcWOXTTyY5+cReRvZ3AeDcnfplBbsiIiIiIiIiIiK7VBYz6mQkHogxAyuqSc1yzBJSjySWkuDUYk49CWRe9Nb1HZfuBiwEciIlD0DAgwGRq1cWAXjnratcujRPIMEtw6NTNeOdrIUbVqMF53LNuJIX11P0WnH9pIG29hLd3R2cONbHnv7S2lbvVlMKBbsiIiIiIiIiIiK7VJqWqFgLbpHcIIYMgEgZ9xplAm1Ww/N2zALLnlEDYoy3aTOwfUVyap5jJLjlWOIkDu6B+bllACYmlomrTp441AMhgdyd8XqNCRLcA+6RlOJ6ClambjltlRLff3qIHzwzwqHD/Qzv69hyBOvUY1dERERERERERES+oWZ7ACtF0nIxeVogUvMicKyxDAYVIm0RWkNkPsIiMBMSjPx+Dv9bWSVQN8MJuAVaUqNUMswi+/Z1A/CDHw3T1p4QMxgbm+fq1fki/CWAG2Y5WASKilynTskTsizS29vJySeH6NvTftOWm5Ol3Zneuk0KdkVERERERERERHYbdzCjo6VCuaWEk5MbzDcaByxTBuqkHulNIpV6xEJC1VMmvUbNoHx/9+AbWzZjOVoRaJOTlBNa28pAoH+wCGNf+NVhnnx6iLFrC7z2318wdnUJQgRLiDESAPOUdG3nK2RZxmrdmRhfZGGu1gh2m2EujZ8bf78zFOyKiIiIiIiIiIjsMs0euS0tJdrbSoQAxMBSo2J3qZFBJmYMxkhfiExZSpXINRKmCezd1Fpg+1t0qAJuEEKgs6uFltYiHg2NrhJ7BtrYM9BGVncgEEIgSZ3u7gr1LDI7swzBGR4pKnwPH+lmYb7G3GLGkeO9dPVUGlu7OcS9s6EuKNgVERERERERERHZlcyM9o5WevoqpGmgvuosNCp2p9was34ZQxYZjsZZgwzngpe4Qo1hIr6pzW6zMvV+CEAOJJvG4AbmgUjOnAfmCQSMlpaU3p4WWloak5zd1C64q6fMwcN9TE2usqe/wpNPDfHFF7O8/eYlsrpx4GAPAP/+Hw8BsLBYY+RgJ909bXd/VxsU7IqIiIiIiIiIiOxS5ZZA/552urrbWZlYYr6R1E5i1CjaLfRjHElq/CMG5iwy5oEznvBwktPljRW5E8mL0tfohBDu8QRrEbNGsBxZC5xDDLhFVghMYFQ9YMHp6m6ld0+ZtLR1Je3gYAe//NUBjj7URX9vCweP9DDy6ST1mrMwX+Pxk4MA7D/URUdnUaXb7Ft8r9z5GmARERERERERERERuatUsSsiIiIiIiIiIrJLJQEGBtrp729jaqLKshV1oNdJmWaVvUCFnOOeMkLGAhWqRD62Mo9F5wlW19ZllmCe45bgHgkh4O632fKdV2wr4CFijV7BkZxgxowHrpCybFDywJ7+Cn19bUVv4U2KSc7SNHD4eDdHjnWBJQA8+vgQ3T1tLC2tMDLSBUB7x/oUcveyWhcU7IqIiIiIiIiIiOxaTmRgpJOh4Q4+/2ycmhf9aS8RuIaxt9Fg4FBS47G8xEWPrABfxIT3LGEkKULPfgcjJ5IQvOi9ey9DXWhOCBcJ7nijz24wiDFy2cpc8wRIiMEYHOpmcLhri7WExh5HjLAprW1rL3H8od61bQHECPes28RN1IpBRERERERERERklzIC/b2t7DvQRntbmVJMKMWECQKXvEzNDAh058YTtsqhRvBbtZy/kfB+XvyrUsctJZDfNKHavdMMkqMZ5mAOjrFKwqUYGE/Ak4yu9sCBA+309bY0Fty8nmL4zWrjjZPBFT2DiwA5xz0nhPXt3usgW8GuiIiIiIiIiIjILrMxhKy0pBw92sfe/Z1YmmBpwnSET0m4ngcMhxA5RsYPqdFDxAncsBJ/osKfqPARrdRjTmwEqvdTcCdaIFoAnMuW8KlVqOaBUp4yuL+Hg0d6qLSmxfWwZRDdLMUNG3Lf9dYSZglmCe6+Vr177yaKa45GREREREREREREdpUihIyN03D4UB+Hj3RTSnJKSQ7BOOspn1hgFSfEhG6HHyUZ36dOxYwsRs6RcI6E33mJD61Ezey+VewWlbRONCN4JHhk2YxPPeWiO26QtAROHO/j4JGeDdfDOl/7GbDG77bh7zdf3szveaVuk4JdERERERERERGRXamIBt2hp7+Fh783QO9AF70DXaSeMEPgA0pc8TJuRd/cEer80mo8Gp1SKFHDqGGc9hL/b6zwnpeY595Xr5qzVj1rDjEU/6544EMvMUUgjYGhwTYeeriHvr62YsEt2zA0f8abft9KuOf72qTJ00RERERERERERHYxM0jTwMOP7uGR7/UBMDW5SG018Jmn/N1yhjDacUoW+B4ZLyZVqrHCOSsBsOLORyQseAs3LOEZrzFCJP2SSPSbcnNsy3LggFuzF26R1C54Manb36jwmUHiCaWK8b2HB3joe/0kSWM9Xzq87V0Tq2BXRERERERERERkl9nYG7ZoyRDYO9zJyaf3AnDu7AzXLi8wE413STlK5EmrERzaLfCMZ8Rg/FcjaB21lOhw1gMzscwFS3iSGt8DhiwjsXibUPbray7fbLmwvi850NwfowacjkXs+a4nLFiJxCLD+7p58od7GRjsWmuxsJMp2BUREREREREREdllNrcPKCYFK5USTj4xCMD5s3PMTJ8hXwpc9BJvGPS7c9AyYox0hMCPPKfiywD8t5f4LCSsUGaGyFuWci4mnCDnKIEDsc6hBHo8p2TNFhDfsjdtHiEkQIRg4EXo6wSwnEuUeb1RsXshJBhOR0cLTz6zj0ceHaRUbsa6RaC9UynYFRERERERERER2cXWq3cje/a0A/Dj5/Zy6eIMn3wwwTI5f8tSOtOc/+WRwcTx6LR5xtONfLgvgf/JjQ/IGCNQizlXSLhuCR94oJ8yj3jOC6xyzPO1bd9cfbsVa5zt1uilG4qxmhlk6yFvIOcaxutZwiehAsWlSEopJx7u5dmfDtPX38qDEOqCgl0REREREREREZFdrRmumgWSotCVo8cG+fnPl5ieWuTq5QVmU/hr3kJriLyU5/RbjpnR2uhp+1DM6U2WORIr/IMSn7qxYJEswrSlTAE38sDekHE0NILd+PUqdtc7OBS9dM2B0AiE00Czr+51L/P7HN6yVhZjo+duMA4MtfH8Lw5x9OhgEQY7YIHN4W5c28ZOoWBXRERERERERERkV4vYTUFnW3vCUz/cx9RMnT/87zNMTVS5bjVe9zZKYYVfEOnH8Uan2iTAQIQXbIXj5Hzmzqde9NqdIadKSlswKmZ4LM5mCm0AABS9SURBVJYJ37DJrZnjXgS9HiMBw2NRbXzNA687vGkdTJNjVgZgcKCN5355hO8/NUxL68YJ09b3tRlq7zQ7b8QiIiIiIiIiIiIiu5wqdkVERERERERERHalZtVqs/Zzcw3onoE2fvaLEZYXV/jT/1xgesYY84xTscwqzi+txnBoNsB1gkHJ4JjXORDgKYtc9pTLbkyRs9cjj5ER7NtNmuZuNPvjmiU4kQznopd4Paa85WUmLSMJJXp7iord554f4WcvHGTPQFtRmUujVy/rFcqbJ5LbORTsioiIiIiIiIiI7Epf9mX+IvTcu6+DF/7lGHnmvPHGRWZncq554BQV5kj4RVwF4Jg5FeLaRGdlYJ9H9lHjSZyVYLR4oOw5jV4IjcnQfO3321mfPK3og1v0BI4sYXxMyuuxxEeUWLQEw+jtaeXZnx4E4Je/OcrQcNfacjS2Vmw1rE8c18yad1DGq2BXREREREREREREblKEviEEDh7q5Nf/fhQSeOsvl5ieWmLKU/7sCdcbSehz5DxhNQbISbG1CdkAKmZUvNEjd0NyWgS21gh4bz8St82na+5MkPBeLPFXK3OOhNzAMAb6u/jJ8/t58deHATh4qJewRX7dXOVate4OCnSbFOyKiIiIiIiIiIjIbZkZBw738Jt/O0JbR8Jf/nSFsSszLHngY4qWBzfIOUvK91nlBDn97iSNwNaaE541gt5mUBsiRBzDiG4EK047G1Jey8ETAFbcuUGJMxgfeplPPGWmEQyXQ8LQSCfPPb+f5391kJGR3mIbD/AMYwp2RURERERERERE5EuZwYFDvfy6tUxXdyt//cslvjg7S3WlBsBYTJn2Op/RwsMWOeEZx8gZtJx2i6QWMQ84CaHoqIBbXCuUTchxAk5sbpGIM+clxhqXOkuJ03nKeUuZMCM3xyyhrT3loRN7eO7nB3j6RyP097fd2yvnPlGwKyIiIiIiIiIiIl/OwcnpH2zlly8cZnh/G2//+SqffDAOwPh4lXoOlyNc95wPDYY95QA5+4FeMnoxushpafRdSIDUU7BITMpksU5mCdPRmSXhRjCu5wnnGxHmGAmzZuQGiRmVNGVoqJXHnxzmuecPceREHx3tKeuTwjV76T6YFOyKiIiIiIiIiIjIrTamogbWaInQ1lHm+yf3M7S3h2MPFy0PPnpvks/OXGdqqgaxxLinjON87tDuGZ2e0BOcLsq0N1oytBqUPMcw8iyyTBcLRJYtYdwjs3mg6gm1RhBsZpglVHC6e1o4eqKPp340wpNPDTG4t4M0MZyIEaBR+WtfOkHczqZgV0RERERERERERG7V6ItrZhAdD4Y1gtMkhZHhNvp7jwPw0PEBTn80wGefjHNhdJqJ6WWWV3NWg7EaEyatiCHNISUHIMGK4NUjMSQQM2okuOcYZSzk4AELjSA4SRgcbGXfsT088lAPj54cZv/BdlpbKzTb8poHsIh7M9DNMUvu6dV2ryjYFRERERERERERkS2ZNWc6s0bx7sYK2EClpaiMPXK8l+H97Zx8coDRc5N8MbrItSuzjI8tMTu7QrW6Qu4JAfBQRJJ5jMRQrMc9B0sp4eSWEohUKmX6+loY3NsNwMGDXRw90cehQ50M7eumtTXdVFEMxcRsRZVu3hj/gxnqgoJdERERERERERER+dbWg96WljIHj6SMHOzmyR8sMzGxxMS1KuPji0xNrzAzu8zyYs7KahG6ZvVIrVbH84i7k5YSKq1lOtpL9HS10re3hcG97Yzs6wRgaLiLrq4ySWK3Ns9t/L6W8z7AgW6Tgl3Ztda+SiAiIiIiIiIiX4veS8tXCyQJ9Pa10dvXxomHnHo9Z3k5Z35umepSxspKHYB6Ladez3E33J0QoK29THtHmY7OCp1dFVpaSiRbtcm9+W64C++WD273YBEREREREREREZEHlCp2ZddpfrpoZmun9Ynj9uGNmTFFRER2Kh3LRETkQdM8tum9tHwbZka5nFIup3R3V770frPVfau4/+l+thUFu7LrbHxi0IFo+9FtISIiO52OZSIi8qDZeGzTe2n5Ljbef+DW101b3bd0P7s9tWKQXav5xKAnCBEREREREZGvR++l5Zva+G0mM9/0TeqtLldc5tZl5VYKdmXXud0Th2wfuk1ERGSn07FMREQeJF8Wwol8FTNj/d4SNt+XNgS4xd9j4zJRVeFfg1oxyK5z88FHTxLbj24TERHZ6XQsExGRB8lWIa6OdfJNrN9biuD25jPW70+B9XD3Hg1uB1PFruxaeZ7f7yHIFnS7iIjITqdjmYiIPMh0nJPv5utEkUW4W3ygEO/yeHY2Bbuya124cOF+D0G2oNtFRER2Oh3LRETkQabjnNwbzZYNii6/jK4d2bVeffXVTb+rP9D2sPF20Vd7RERkJ9KxTEREHmR6Ly2yfSjYlV3r1KlTvPLKK4yOjpLnud543QPuvnbQ3/gzyzJGR0d55ZVXOHXq1KbLi4iIbCc6lomIyG6n99Ii24cmT5NdZ+Osiq+99tqmN19yb2y8Dcxs7U2vXhCI3B/PPPPM/R6CyI6jY5nI9qJj2c7z/vvv3+8hyDdw83FO76W3v/fee+9+D0HuAVXsyq6z1RsuVdPcW1u9EYbNb5JFRES2Mx3LRERkNzEzvZcW2YZUsSu71sYDkN6A3R9bvQi4+W/6JH9n2KpKRrfd9rbVbaZASuSb07HswaHbaefRsWz7c3dCCFs+VzZvPz32tq+Nt83Njzd9U2X7uN3j7Ic//CGgx9h2910fQ6rYFREREREREREREdlhFOzKrrXxEy19fURE5NbnRT03iojITqNj2fZyc7saEbnz9Djb3RTsyq4VY1x74aevj4iI3Pq8qOdGERHZaXQsExGR3UQ9dmXXMjNefPFFXn75ZQ4fPkySJAp5RWRXu/l5EdBzo4iI7Cg6lm0fWZZx8eJFXn31VU6dOnW/hyPfkfq0bk96nIkqdmXXaX5F4aWXXuK3v/0tx44dI0kSQI3fRWR3ut3zop4bRURkp9CxbPto3hZpmnLs2DF++9vf8tJLL93nUYk8ODa2mdHjTBTsyq7TfFH38ssvq++WiAh6XhQRkZ1Px7L7a2Nf4636fb788sv3Y1giD4ybH2N6nEmTWjHIrnX48GF9ci8isoGeF0VEZKfTsez+aF7nN/9sarbFEJFvZ6vHlh5nAqrYlV2s+bUsEREp6HlRRER2Oh3L7r+NlYVNG28XVVOLfDcbv5Ww1eNMj7HdRRW7IiIiIiIiInJH3K5q9+bzReTb+bKq3dv9TR5cqtgVERERERERERER2WEU7IqIiIiIiIiIiIjsMAp2ReT/b+8OjxLnwjAMn4iF0IN0oK3QgyXYA61gB7bgjPYh5vvhxIkR/BaIxCfnuv6soLOb2UwOb25iAAAAACCMsAsAAAAAEEbYBQAAAAAII+wCAAAAAIQRdgEAAAAAwgi7AAAAAABhhF0AAAAAgDDCLgAAAABAGGEXAAAAACCMsAsAAAAAEEbYBQAAAAAII+wCAAAAAIQRdgEAAAAAwgi7AAAAAABhhF0AAAAAgDDCLgAAAABAGGEXAAAAACCMsAsAAAAAEEbYBQAAAAAII+wCAAAAAIQRdgEAAAAAwgi7AAAAAABhhF0AAAAAgDDCLgAAAABAGGEXAAAAACCMsAsAAAAAEEbYBQAAAAAII+wCAAAAAIQRdgEAAAAAwgi7AAAAAABhhF0AAAAAgDDCLgAAAABAGGEXAAAAACCMsAsAAAAAEEbYBQAAAAAII+wCAAAAAIQRdgEAAAAAwgi7AAAAAABhhF0AAAAAgDDCLgAAAABAGGEXAAAAACCMsAsAAAAAEEbYBQAAAAAII+wCAAAAAIQRdgEAAAAAwgi7AAAAAABhhF0AAAAAgDDCLgAAAABAGGEXAAAAACCMsAsAAAAAEEbYBQAAAAAII+wCAAAAAIQRdgEAAAAAwgi7AAAAAABhhF0AAAAAgDDCLgAAAABAGGEXAAAAACCMsAsAAAAAEEbYBQAAAAAII+wCAAAAAIQRdgEAAAAAwgi7AAAAAABhhF0AAAAAgDDCLgAAAABAGGEXAAAAACCMsAsAAAAAEEbYBQAAAAAII+wCAAAAAIQRdgEAAAAAwgi7AAAAAABhhF0AAAAAgDDCLgAAAABAGGEXAAAAACCMsAsAAAAAEEbYBQAAAAAII+wCAAAAAIQRdgEAAAAAwgi7AAAAAABhhF0AAAAAgDDCLgAAAABAGGEXAAAAACCMsAsAAAAAEEbYBQAAAAAII+wCAAAAAIQRdqlW27ZTbwLAn2JdBAAuzfwBcDphl+p0g0PTNJ9fGybgdI6ffIfWRfsWgL/Ka1Q+52UwLsdPna6n3gC4tKZpSikfi143RHTPAcdz/OSzLgKQxutUPvMHjMvxUydX7FKtbtGz+AF8sC4CAJdm/gA4nbALAAAAABBG2KU6w3eC3YcGzuc4ymZdBCCR16ts5g8Yn+OoPsIu1RkudH7lB87nOMpmXQQgkderbOYPGJ/jqD7CLtXa7XZTbwLMgmNpPuxLAFJ4zZoP+xLG4Viqk7BLtV5eXqbeBJgFx9J82JcApPCaNR/2JYzDsVQnYZdqbTabL4/diwZO0z+W/OpPtuG6WIq1EYC/yfwxH87LYBzWxToJu1Rru92W+/v78vz8XHa7nYUP9ugG6/6A3bZteXt7K8/Pz+X+/r5st9tvP0+m4bpobQRgCsP5oz97mD/mx3kZ/D/nZRxyPfUGwKW1bfs5LDw+Pn5Z/IDv+sdMKR/v/naDgsF7HqyLeZ6enqbeBI6wWq2m3gSI039t6s8e3WPymT/gOM7L2McVu1Rn34Ln3Sw4rH9SNTyxGg4XZDq0LlobAZjKoahbivljLpyXwXGcl7GPK3aZveFVTf2rZry7Bf/u0KA9fN6VhBn6+8m6COM7dJWuEy84jvljPpyXwTisi/S5YhcAAC7k6upq733yAADgWMIuAABcyPv7+2fcdWUaAADnEHYBAAAAAMK4xy7VcZ8ZgK+si3A5TdOU29vbsl6vy3K5LIvFwtW7QJXMHwDnE3YBAOAX9T8U6O7urjw8PHz5vqgLAMAphF0AAPhF/XC7Xq99+jsAAKMQdgEA4EKWy6WgCwDAKHx4GgAAXMhisZh6EwAAmAlhFwAAAAAgjLALAAAAABBG2AUAAAAACCPsAgAAAACEEXYBAAAAAMIIuwAAAAAAYYRdAAAAAIAwwi4AAAAAQBhhFwAAAAAgjLALAAAAABBG2AUAAAAACCPsAgAAAACEEXYBAAAAAMIIuwAAAAAAYYRdAAAAAIAwwi4AAAAAQBhhFwAAAAAgjLALAAAAABBG2AUAAAAACCPsAgAAAACEEXYBAAAAAMIIuwAAAAAAYYRdAAAAAIAwwi4AAAAAQBhhFwAAAAAgjLALAAAAABBG2AUAAAAACCPsAgAAAACEEXYBAAAAAMIIuwAAAAAAYYRdAAAAAIAwwi4AAAAAQBhhFwAAAAAgjLALAAAAABBG2AUAAAAACCPsAgAAAACEEXYBAAAAAMIIuwAAAAAAYYRdAAAAAIAwwi4AAAAAQBhhFwAAAAAgjLALAAAAABBG2AUAAAAACCPsAgAAAACEEXYBAAAAAMIIuwAAAAAAYYRdAAAAAIAwwi4AAAAAQBhhFwAAAAAgjLALAAAAABBG2AUAAAAACCPsAgAAAACEEXYBAAAAAMIIuwAAAAAAYYRdAAAAAIAwwi4AAAAAQBhhFwAAAAAgjLALAAAAABBG2AUAAAAACCPsAgAAAACEEXYBAAAAAMIIuwAAAAAAYYRdAAAAAIAwwi4AAAAAQBhhFwAAAAAgjLALAAAAABBG2AUAAAAACCPsAgAAAACEEXYBAAAAAMIIuwAAAAAAYYRdAAAAAIAwwi4AAAAAQBhhFwAAAAAgjLALAAAAABBG2AUAAAAACCPsAgAAAACEEXYBAAAAAMIIuwAAAAAAYYRdAAAAAIAwwi4AAAAAQBhhFwAAAAAgjLALAAAAABBG2AUAAAAACCPsAgAAAACEEXYBAAAAAMIIuwAAAAAAYYRdAAAAAIAwwu5I2radehMAAPjjzIwAAIxF2D1TN5w3TfP5ddu2hnYAgEoN58D+bDicGQEAqNMYs+D1CNtRtaZpSikfO6Mb1LvnAACoz3AW7D82MwIAUMr3mfEUrtgdSbczDOgAABxiZgQAYCzC7pmGQ7lfqQMAoD8TNk1jZgQA4JtzZ0K3YjjTcAe4+gIAgOHtF376PgAAdTp3JnTF7kh2u93UmwAAwB/w01xoZgQAoJRx5kJhFwAAAAAgjLA7kpeXl6k3AQCAP+CnudDMCABAKePMhcLuSDabzbfnfCgGAEB9+nPh8L5pw5nRvAgAUKefZsZ/1Rgmz7NarT7/A+/u7sp6vS7L5bKUUspisZhqswAA+AXd7Nw0TWnb9vPP3W5XXl9fy2azKdvt9se/oz8zmhcBAOanPycO58VSyt6Z8enp6ei6K+ye6ebmpu2qerejAACYt25IL+XrDLhvHux/79DPAAAwL4fmxX2PSzkt7LoVw5n2XSrdtq1hHQBgxg4N6f0Bvv+zh2ZGAADm6ac39ffNjCf9GwZKAAAAAIAsrtgFAAAAAAgj7AIAAAAAhBF2AQAAAADCCLsAAAAAAGGEXQAAAACAMMIuAAAAAEAYYRcAAAAAIIywCwAAAAAQRtgFAAAAAAgj7AIAAAAAhBF2AQAAAADCCLsAAAAAAGGEXQAAAACAMMIuAAAAAEAYYRcAAAAAIIywCwAAAAAQRtgFAAAAAAgj7AIAAAAAhBF2AQAAAADCCLsAAAAAAGGEXQAAAACAMMIuAAAAAEAYYRcAAAAAIIywCwAAAAAQRtgFAAAAAAgj7AIAAAAAhBF2AQAAAADCCLsAAAAAAGGEXQAAAACAMMIuAAAAAEAYYRcAAAAAIIywCwAAAAAQRtgFAAAAAAgj7AIAAAAAhBF2AQAAAADCCLsAAAAAAGGEXQAAAACAMMIuAAAAAEAYYRcAAAAAIIywCwAAAAAQRtgFAAAAAAgj7AIAAAAAhBF2AQAAAADCCLsAAAAAAGGEXQAAAACAMMIuAAAAAECY/wDHm/DobXR+RwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 686,
       "width": 699
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Maze of size (12, 12)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from Maze import Maze\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "\n",
    "## todo: 创建迷宫并展示\n",
    "g = Maze(maze_size=(12,12),trap_number=3)\n",
    "g"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "你可能已经注意到，在迷宫中我们已经默认放置了一个机器人。实际上，我们为迷宫配置了相应的 API，来帮助机器人的移动与感知。其中你随后会使用的两个 API 为 `maze.sense_robot()` 及 `maze.move_robot()`。\n",
    "\n",
    "1. `maze.sense_robot()` 为一个无参数的函数，输出机器人在迷宫中目前的位置。\n",
    "2. `maze.move_robot(direction)` 对输入的移动方向，移动机器人，并返回对应动作的奖励值。\n",
    "\n",
    "---\n",
    "\n",
    "**问题 5**：随机移动机器人，并记录下获得的奖励，展示出机器人最后的位置。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "l\n",
      "d\n",
      "r\n",
      "r\n",
      "u\n",
      "r\n",
      "r\n",
      "d\n",
      "u\n",
      "r\n",
      "(0, 11)\n",
      "[-0.1, -0.1, -10.0, -10.0, -0.1, -0.1, -10.0, -0.1, -0.1, -10.0]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 686,
       "width": 699
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Maze of size (12, 12)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rewards = []\n",
    "\n",
    "## 循环、随机移动机器人10次，记录下奖励\n",
    "for i in range(10):\n",
    "    d = np.random.choice(actions)\n",
    "    print(d)\n",
    "    rewards.append(g.move_robot(d)) \n",
    "\n",
    "## 输出机器人最后的位置\n",
    "print(g.sense_robot())\n",
    "print(rewards)\n",
    "## 打印迷宫，观察机器人位置\n",
    "g"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2. `Robot` 类实现"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`Robot` 类是我们需要重点实现的部分。在这个类中，我们需要实现诸多功能，以使得我们成功实现一个强化学习智能体。总体来说，之前我们是人为地在环境中移动了机器人，但是现在通过实现 `Robot` 这个类，机器人将会自己移动。通过实现学习函数，`Robot` 类将会学习到如何选择最优的动作，并且更新强化学习中对应的参数。\n",
    "\n",
    "首先 `Robot` 有多个输入，其中 `alpha=0.5, gamma=0.9, epsilon0=0.5` 表征强化学习相关的各个参数的默认值，这些在之前你已经了解到，`Maze` 应为机器人所在迷宫对象。\n",
    "\n",
    "随后观察 `Robot.update` 函数，它指明了在每次执行动作时，`Robot` 需要执行的程序。按照这些程序，各个函数的功能也就明了了。\n",
    "\n",
    "最后你需要实现 `Robot.py` 代码中的8段代码，他们都在代码中以 `#TODO` 进行标注，你能轻松地找到他们。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "**问题 6**：实现 `Robot.py` 中的8段代码，并运行如下代码检查效果（记得将 `maze` 变量修改为你创建迷宫的变量名）。\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('u', -10.0)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 686,
       "width": 699
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Maze of size (12, 12)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from Robot import Robot\n",
    "robot = Robot(g) # 记得将 maze 变量修改为你创建迷宫的变量名\n",
    "robot.set_status(learning=True,testing=False)\n",
    "print(robot.update())\n",
    "\n",
    "g"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3 用 `Runner` 类训练 Robot\n",
    "\n",
    "在实现了上述内容之后，我们就可以开始对我们 `Robot` 进行训练并调参了。我们为你准备了又一个非常棒的类 `Runner`，来实现整个训练过程及可视化。使用如下的代码，你可以成功对机器人进行训练。并且你会在当前文件夹中生成一个名为 `filename` 的视频，记录了整个训练的过程。通过观察该视频，你能够发现训练过程中的问题，并且优化你的代码及参数。\n",
    "\n",
    "---\n",
    "\n",
    "**问题 7**：尝试利用下列代码训练机器人，并进行调参。可选的参数包括：\n",
    "\n",
    "- 训练参数\n",
    "    - 训练次数 `epoch`\n",
    "- 机器人参数：\n",
    "    - `epsilon0` (epsilon 初值)\n",
    "    - `epsilon`衰减（可以是线性、指数衰减，可以调整衰减的速度），你需要在 Robot.py 中调整\n",
    "    - `alpha`\n",
    "    - `gamma`\n",
    "- 迷宫参数:\n",
    "    - 迷宫大小\n",
    "    - 迷宫中陷阱的数量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 可选的参数：\n",
    "epoch = 80\n",
    "\n",
    "epsilon0 = 1\n",
    "alpha = 0.5\n",
    "gamma = 0.9\n",
    "\n",
    "maze_size = (10,10)\n",
    "trap_number = 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "from Runner import Runner\n",
    "\n",
    "g = Maze(maze_size=maze_size,trap_number=trap_number)\n",
    "r = Robot(g,alpha=alpha, epsilon0=epsilon0, gamma=gamma)\n",
    "r.set_status(learning=True)\n",
    "\n",
    "runner = Runner(r, g)\n",
    "runner.run_training(epoch, display_direction=True)\n",
    "#runner.generate_movie(filename = \"final1.mp4\") # 你可以注释该行代码，加快运行速度，不过你就无法观察到视频了。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "使用 `runner.plot_results()` 函数，能够打印机器人在训练过程中的一些参数信息。\n",
    "\n",
    "- Success Times 代表机器人在训练过程中成功的累计次数，这应当是一个累积递增的图像。\n",
    "- Accumulated Rewards 代表机器人在每次训练 epoch 中，获得的累积奖励的值，这应当是一个逐步递增的图像。\n",
    "- Running Times per Epoch 代表在每次训练 epoch 中，小车训练的次数（到达终点就会停止该 epoch 转入下次训练），这应当是一个逐步递减的图像。\n",
    "\n",
    "---\n",
    "\n",
    "**问题 8**：使用 `runner.plot_results()` 输出训练结果，根据该结果对你的机器人进行分析。\n",
    "\n",
    "- 指出你选用的参数如何，选用参数的原因。\n",
    "- 建议你比较不同参数下机器人的训练的情况。\n",
    "- 训练的结果是否满意，有何改进的计划。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "epoch = 20\n",
    "\n",
    "epsilon0 = 1\n",
    "alpha = 0.5\n",
    "gamma = 0.9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 705
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "runner.plot_results()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "epsilon0 = 0\n",
    "alpha = 0.5\n",
    "gamma = 0.9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 723
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "runner.plot_results()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "epoch = 80\n",
    "\n",
    "epsilon0 = 0.5\n",
    "alpha = 0.5\n",
    "gamma = 0.9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 705
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "runner.plot_results()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "epoch = 80\n",
    "\n",
    "epsilon0 = 0.4\n",
    "alpha = 0.6\n",
    "gamma = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 723
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "runner.plot_results()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 705
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "runner.plot_results()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(回答区)\n",
    "选择的参数：\n",
    "epoch = 80\n",
    "epsilon0 = 1\n",
    "alpha = 0.5\n",
    "gamma = 0.9\n",
    "\n",
    "经过实验得出 alpha如果设置的太小，会使算法偏向现在的状态，这样状态就得不到有效的更新。所以我这种选择了alpha的值。 gamma的值如果设的太小，会导致对未来的值欠考虑。所以gamma的值越大表示对未来的值考虑的越多。实际上如果你将它调小了，你会发现终点处的正奖励不能够“扩散”到周围，也就是说，机器人很有可能无法学习到一个到达终点的策略。从结果上也可以看出成功的次数都是0了。epoch的值设置的大的话，可以发现曲线最后的是平稳的了，说明MDP下，只要训练次数足够大，参数设置好都能收敛。\n",
    "我选择使用一个衰减函数来降低 epsilon。这样在在学习的过程中，可以让算法趋向于Q学习的选择策略，并且也不会完全放弃其他选择的概率。"
   ]
  },
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   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "**问题 9：** 请将如下的文件打包，提交文件给审阅者。\n",
    "\n",
    "- `robot.py`\n",
    "- `robot_maze.ipynb`\n",
    "- 由 `robot_maze.ipynb` 导出的 `robot_maze.html`"
   ]
  }
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